This notebook contains code to execute plotting and exploratory statistics for replicating Goldman et al. (2022) on a subset of 3 language families: Uralic, Romance, and Niger-Congo. We begin by investigating predictors of accuracy drop between SIGMORPHON (2020) and Goldman et al. (2022), then investigate the relationship between raw accuracy on the Goldman et al. test data and various predictors.

Setup

Load Libaries

```r
library(ggplot2)
library(tidyverse)
library(car)
library(mgcv)
require(splines)

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#### Read in & Process the Data


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```r
```r
# Read in the data 
df<-read.csv(\replication/replication_complete.csv\)

# Make the family column pretty 
df$Family = str_to_title(str_replace(df$Family, \_\, \ \))

# We're going to be making a lot of log-log plots, so lets make our lives easier:
df$log_test_acc_drop = -1*log((-1*df$test_acc_drop)+1)
df$log_train_lemma_diff = -1*log(-1*df$train_lemma_diff_raw)

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#### Define Helper Functions

Here, we define helper functions to run our correlational statistics, evaluate our fitted models, and compare models fitted to a single predictor to models fitted to multiple predictors in order to evaluate which better explains the data.


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```r
```r
# We'll use this helper function to run our stats
correlations <- function(a, b){
  for (m in list(\pearson\, \spearman\, \kendall\)){
    # Supressing warnings bc we'll get them whenever there are ties 
    suppressWarnings(res <- cor.test(a, b, method = m))
    formatted <- sprintf(\%s: %f (p = %e)\, res$method, res$estimate, res$p.value)
    print(formatted)
  }
}

# We'll use this helper function to get information about our model
eval_model <- function(model, df){
  rsquared = summary(model)$r.squared
  AIC = AIC(model)
  results <- sprintf(\R^2: %f

Investigating Accuracy Drop

We begin by investigating relationships between test accuracy drop (between SIGMORPHON 2020 & Goldman et al 2022) and various predictors. Exploratory analysis tells us that the following predictors have strong relationships with accuracy drop:

We begin by investigating unscaled scatter plots before fitting linear models and running statistics on the log-log scaled plots, and finally fitting non-linear models to these predictors.

Unscaled Scatter Plots

Training Size

```r
df %>% 
  ggplot(aes(Goldman_train_size, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size\) + 
  ylab(\Test accuracy drop\) + 
  ggtitle(\Replication of Goldman et al.\) + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
        )

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" />

<!-- rnb-plot-end -->

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<!-- rnb-text-begin -->


#### Training Lemmas


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<!-- rnb-source-begin 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 -->

```r
```r
df %>% 
  ggplot(aes(Goldman_train_lemmas, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training lemmas\) + 
  ylab(\Test accuracy drop\) + 
  ggtitle(\Test accuracy drop vs. training lemmas\) + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )

<!-- rnb-source-end -->

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<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


#### Training Lemma Drop


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin 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 -->

```r
```r
df %>% 
  ggplot(aes(train_lemma_diff_raw, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Training lemma difference between SIGMORPHON & Goldman et al.\) + 
  ylab(\Test accuracy drop\) + 
  ggtitle(\Test accuracy drop vs. training lemma drop\) + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )

<!-- rnb-source-end -->

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<img 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/>

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## Linear Models and Correlations

From the above, we can see that the relationship between the various predictors and test accuracy drop isn't linear. However, when both axes are log-scaled, the relationship is near linear. As such, we fit linear models and run correlation statistics on the log-log scaled version.

#### Training size vs. test accuracy drop


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```r
```r
train_size_lm = lm(log_test_acc_drop ~ log(Goldman_train_size), data = df)
pred <- eval_model(train_size_lm, df)

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[1] ^2: 0.679104




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<img 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" />

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```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_size), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size
Saving 6.94 x 4.29 in image

```r
correlations(log(df$Goldman_train_size), df$log_test_acc_drop)

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[1] ’s product-moment correlation: 0.824078 (p = 2.118272e-09)
[1] ’s rank correlation rho: 0.798319 (p = 4.503624e-07)
[1] ’s rank correlation tau: 0.593583 (p = 1.359831e-07)




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#### Training lemmas vs. test accuracy drop


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```r
```r
train_lemma_lm = lm(log_test_acc_drop ~ log(Goldman_train_lemmas), data = df)
pred <- eval_model(train_lemma_lm, df)

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[1] ^2: 0.818971




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<img 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" />

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```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. number of training lemmas
Saving 6.94 x 4.29 in image

```r
correlations(log(df$Goldman_train_lemmas), df$log_test_acc_drop)

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[1] ’s product-moment correlation: 0.904970 (p = 2.044293e-13)
[1] ’s rank correlation rho: 0.915412 (p = 3.427937e-14)
[1] ’s rank correlation tau: 0.747098 (p = 5.694553e-10)




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<!-- rnb-text-begin -->


#### Training lemma drop vs. test accuracy drop


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```r
```r
lemma_drop_lm = lm(log_test_acc_drop ~ log_train_lemma_diff, data = df)
pred <- eval_model(lemma_drop_lm, df)

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[1] ^2: 0.799573




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<!-- rnb-plot-begin -->

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" />

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```r
```r
df %>% 
  ggplot(aes(log_train_lemma_diff, log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Training lemma drop
Saving 6.94 x 4.29 in image

```r
correlations(df$log_train_lemma_diff, df$log_test_acc_drop)

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[1] ’s product-moment correlation: -0.894188 (p = 1.053677e-12)
[1] ’s rank correlation rho: -0.888906 (p = 2.209056e-12)
[1] ’s rank correlation tau: -0.726787 (p = 1.590860e-09)




<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


## Co-Linearity

Intuitively, it makes sense that several of the possible predictors above would be co-linear: larger training data will generally contain more lemmas, for example. We investigate these co-linearities below.

#### Training size vs. training lemmas


<!-- rnb-text-end -->


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```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_train_lemmas))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size

```r

correlations(log(df$Goldman_train_size), log(df$Goldman_train_lemmas))

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjg5MjE1MCAocCA9IDEuNDA4NDg0ZS0xMilcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC44OTA2NTUgKHAgPSAxLjczNjExOGUtMTIpXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC43MjIwNzYgKHAgPSAyLjA4NDkwMWUtMDkpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.892150 (p = 1.408484e-12)
[1] ’s rank correlation rho: 0.890655 (p = 1.736118e-12)
[1] ’s rank correlation tau: 0.722076 (p = 2.084901e-09)




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<!-- rnb-text-begin -->


#### Training size vs. difference in training lemmas


<!-- rnb-text-end -->


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lXG4gIGdncGxvdChhZXMobG9nKEdvbGRtYW5fdHJhaW5fc2l6ZSksIGxvZ190cmFpbl9sZW1tYV9kaWZmKSkgKyBcbiAgZ2VvbV9wb2ludChhZXMoY29sb3VyID0gRmFtaWx5KSwgc2l6ZSA9IDUsIGFscGhhID0gMC41KSArIFxuICBzY2FsZV9jb2xvcl9tYW51YWwodmFsdWVzPWMoXFx0dXJxdW9pc2VcXCwgXFxwdXJwbGVcXCwgXFxnb2xkXFwpKSArIFxuICB0aGVtZV9idygpICsgXG4gIHhsYWIoXFxHb2xkbWFuIGV0IGFsLiB0cmFpbmluZyBzaXplXG5gYGAifQ== -->

```r
```r
df %>%
  ggplot(aes(log(Goldman_train_size), log_train_lemma_diff)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size

```r

correlations(log(df$Goldman_train_size), df$log_train_lemma_diff)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAtMC45MjE2ODIgKHAgPSAxLjA0NjcyNGUtMTQpXFxcblsxXSBcXFNwZWFybWFuJ3MgcmFuayBjb3JyZWxhdGlvbiByaG86IC0wLjkxMTgyOCAocCA9IDYuNDg2NDEzZS0xNClcXFxuWzFdIFxcS2VuZGFsbCdzIHJhbmsgY29ycmVsYXRpb24gdGF1OiAtMC43NjI1MDEgKHAgPSAyLjQyOTAxMWUtMTApXFxcbiJ9 -->

[1] ’s product-moment correlation: -0.921682 (p = 1.046724e-14)
[1] ’s rank correlation rho: -0.911828 (p = 6.486413e-14)
[1] ’s rank correlation tau: -0.762501 (p = 2.429011e-10)




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#### Training lemmas vs. difference in training lemmas


<!-- rnb-text-end -->


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```r
```r
df %>%
  ggplot(aes(log(Goldman_train_lemmas), log_train_lemma_diff)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training lemmas

```r

correlations(log(df$Goldman_train_lemmas), df$log_train_lemma_diff)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAtMC45ODU5MDkgKHAgPSAyLjAwNTYwM2UtMjYpXFxcblsxXSBcXFNwZWFybWFuJ3MgcmFuayBjb3JyZWxhdGlvbiByaG86IC0wLjk3ODA2NiAocCA9IDIuMjUyMjIwZS0yMylcXFxuWzFdIFxcS2VuZGFsbCdzIHJhbmsgY29ycmVsYXRpb24gdGF1OiAtMC45NDUzOTAgKHAgPSA0LjgxNjk2OWUtMTUpXFxcbiJ9 -->

[1] ’s product-moment correlation: -0.985909 (p = 2.005603e-26)
[1] ’s rank correlation rho: -0.978066 (p = 2.252220e-23)
[1] ’s rank correlation tau: -0.945390 (p = 4.816969e-15)




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## Accuracy Drop Pirate Stats, Linear Version 🏴‍☠️

We now have three possible predictor variables which we know are co-linear with one another, so we want to disentangle these relationships to determine which variable(s) best predict drops in model performance.

Above, we saw that of the single-predictor linear models, test accuracy drop was best predicted by training lemmas. Using this as a starting point, we add additional predictors to the linear models to determine if any additional predictor leads to significantly better model performance, defined as follows:

-   Does the AIC drop by at least 2 units (significantly better)? 

-   Is the ANOVA p-value between the two models significant? (p \< 0.05)

-   Is the VIF (a measure of co-linearity) low – below 3-4?

#### Lemmas + Train Size

We compare a model conditioned on the number of lemmas in train *and* the number of triples in train to one just conditioned on the number of lemmas.


<!-- rnb-text-end -->


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```r
```r
lemmas_plus_train_lm = lm(log_test_acc_drop ~ log(Goldman_train_size) + log(Goldman_train_lemmas), data = df)
summary(lemmas_plus_train_lm)$r.squared

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDAuODIwMzM4N1xuIn0= -->

[1] 0.8203387




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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29tcGFyZV9tb2RlbHMobGVtbWFzX3BsdXNfdHJhaW5fbG0sIHRyYWluX2xlbW1hX2xtKVxuYGBgXG5gYGAifQ== -->

```r
```r
compare_models(lemmas_plus_train_lm, train_lemma_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiA2Mi40Nzc1MDdcbiJ9 -->

[1] : 62.477507




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

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" />

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#### Lemmas + Lemma Drop

We compare a model conditioned on the number of lemmas in train *and* the lemma drop between SIGMORPHON and Goldman et al in train to one just conditioned on the number of lemmas.


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```r
```r
lemmas_drop_lm = lm(log_test_acc_drop ~ log(Goldman_train_lemmas) + log_train_lemma_diff, data = df)
summary(lemmas_drop_lm)$r.squared

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[1] 0.8191093




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```r
```r
compare_models(lemmas_drop_lm, train_lemma_lm)

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[1] : 62.709373




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<img 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" />

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## Accuracy Drop Pirate Stats, Non-Linear Version 🏴‍☠️

Though the relationship is near-linear when we log-scale both axes, we can see from our residual plots above that there is some non-linearity remaining. As such, we train more general models using the natural cubic splines with `df = 3`.

#### Training size


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```r
```r
ns_train_size_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_size), df=3), data = df)
pred <- eval_model(ns_train_size_lm, df)

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[1] ^2: 0.801390




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<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lIFxuICBnZ3Bsb3QoYWVzKGxvZyhHb2xkbWFuX3RyYWluX3NpemUpLCBsb2dfdGVzdF9hY2NfZHJvcCkpICsgXG4gIGdlb21fcG9pbnQoYWVzKGNvbG91ciA9IEZhbWlseSksIHNpemUgPSA1LCBhbHBoYSA9IDAuNSkgKyBcbiAgc2NhbGVfY29sb3JfbWFudWFsKHZhbHVlcz1jKFxcdHVycXVvaXNlXFwsIFxccHVycGxlXFwsIFxcZ29sZFxcKSkgKyBcbiAgdGhlbWVfYncoKSArIFxuICB4bGFiKFxcR29sZG1hbiBldCBhbC4gdHJhaW5pbmcgc2l6ZVxuYGBgIn0= -->

```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_size), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size
Saving 6.94 x 4.29 in image

Train lemmas

```r
ns_train_lemma_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_lemmas), df = 3), data = df)
pred <- eval_model(ns_train_lemma_lm, df)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjg2MzMyMVxuIn0= -->

[1] ^2: 0.863321




<!-- rnb-output-end -->

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<img 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qtcpynLcR999FH55ptv2jx2//79ZauttpJp06ZZXsbQoUNl+PDhbf6mXBthBbvvvvtkhRVWkI022qhcp/HjVhCBs846S2bNmpV1xhkzZsjrr79uz9uFF16Ytc2/OAIdQQCFmrHh1VdftfFh5ZVXtv6MvrsSbIPlGi/Inbv77rtlscUWE2po1aPUwhhTj7h5m3MgQB0gF0egIwho7Q5qSbX5+e53vxt99dVXHTlNQb/de++9rR1aIDHv/r/4xS9sXx3s8u7bkR2ee+45O88JJ5zQkcNU5berrLJKm/eV+77BBhtY23RCavseeeSRmbaqYhzpBDW6/fbbM+tY0NovkRawzFpXii+TJk2yNvzP//xPKQ7nx6gAArx/PEdaByj1bIMGDYr69u2b9aHPWXXVVaOTTjopUmrs1N/5SkegWAQ+//zzaPPNN0/t81QBit59991iD1n0/uUaL5RO3q6LPr0eJG3sSBtj6uFavI21iYB7gHIohr66OASwjD3wwANZP6JmB2xNN998szz55JOiA4uMGTNGOncuX+Tl+uuvL9QNqYSlLutiG/zLNddckxPTJZdc0q4eyyKet7XXXjuDxl/+8hdRxU+uu+66zDoW9txzz1ZW/awd/IsjsBCBjz/+2LFwBMqOAKQaG264oXz22WfWZ5Fftswyy8iECRMszww2QrzKRBmoElH29jT7CdLGjrQxptlx8utvPwKuALUfO/9lDAGUGkLJ0uRHP/qRhcC9/fbb8uKLL8rGG2+ctltJ1qlFuCTH8YNkI3DQQQdJz549s1cmvlGckvAzF0egIwiorTCL9jrfsQi17datW77dfLsj0CYCsAkSPr3vvvvKBRdckNmXELhNNtnEFCEMOerNFqdez8BT0QUfYyoKd8OfzBWghr/F1b9AJicUKyRW/+mnn26lAGlYgVHZoiCRK0Q+yTrrrNOq4RqeIHfeeafFZWOZIyYbj0PXroseYzxNH330kfzgBz/ImrDjFWKAe+qpp2T11VeX3XffvdXxNURPyGfCg6FhXVnbsfq9+eab8r3vfU/IeQnCb0aPHi20ffLkyWYZ3GKLLVLbH34T/hZyPWHf8JdzEMfNQABOSdHwCXnnnXfs+jRMyOqkPPTQQ/Kvf/3LcnnWWGMN0XBEy0dK/raj30PbOAdKLveaD/LPf/7T7hNKMnhNnTpVyNe56aabLEcMOuMghT4P7M+14nnk3Ntss418+9vfDofxv3WKAO8aE85CZZ999hGsxS6OQEcQ+M9//mM/33rrrVMP85vf/Ma8P3iEkjJ+/Hh5/PHHzcC37LLLWv87bNiw5G7y7LPPyiuvvCLvvfee0D+TF7rHHntkjVWtfhRbUUzfGPtZuxfJ7b3rrrtEQ5btGOR27rbbbtK7d+/UY5YKh7Sxg6iBkMcUxph4I9544w0hZxWPMXnHjCnrrrtufBfLxeX+0We8/PLL9v2LL76w/TRsWmCWdGkiBGozMs9bVU8IEI+v3oE2m7zzzjtb/PEtt9yStZ+GFUQarhZ16tQpWnHFFSO15kbqTYpOPvnkSDu7zL7asUXaOdkxNOTKfqOvaaQhC5GG2WX2S8sBUuUk6tevn/126aWXjlRhilZaaaVIE0FtXcgBaiv2OuQL6eCVOdff//73aKmllrJjLLHEEpn20X61IGb2SztuodeTOcjCBfIdBg4cGOkgm5r7QHw310j8NJ+ddtrJ2geuqjTaMnj/8Y9/TB469XvIASJ+PJ8k47PJ8eEehQ/3WJUxu9fxdfvtt1/m0IU+D/yAXCOOowp25j4ceuihts5zgDKQ1vxCMgdIJ1HR5ZdfnvmQO8ezoxPF6KqrrorUCGLbNttsM3sP1KhR89foDax9BHiO6E90ch2pYaXgBmt4sP2OZ3S55ZazZcaA66+/PnMMNdBEOunO7BfGDc6nSlCknqfMvmnjBRuL6RszB4stFJsDpApCFPp/JTOKGONoL+uef/752JFbFkuJQ9rY8dZbb0XJMSY04phjjrG5A/eA8ZG/3APWq6Et7BapEmXbL774YtuHuQDXxGe99dbLmYeYOYAvNBQCWIhdHIEOIZBLAaLTV6ta9NOf/tQ6GGXmiqZMmZI5l9bvsPVqqckMAOoZiH74wx/a+htvvDGzr1p0bJKrVh5bp2wwpiTRcZ144omZ/ZIKEMdbc801I9qoFrrMbw844AA7B79vjwLEdTAocFwN6zNlRNnSor/97W+mnPXq1Svi+pG0Aa3Q67EDJP7jemk3ykRc1Mti6+n0EfWu2Pdf//rXETgg4McAgcKqbEO2rq3/wgDINTAgJj/xiULa4ITCS1s1dCTrNBwXhTcuxTwP1157rR1XPYvR9OnT7TCPPfaY3Q/O5wpQHNnaXk4qQMnWbrrpptFvf/vb5OpI2bqMCIHn28UR6CgCGJfCuMDkWb2Q0WmnnRYpg2ekLISph6fPwrik3ucIAgWEPhYlCiUnjAGnn3669Ve//OUvI/VA2H6aDxuF8QqDX5C08aKYvjEcJ/m3GAVIWRYjjZSI+vTpE/35z3+2dw2D5F//+lcb95ZffvlWY3mpcUgbO9LGGBRN+vwdd9wxwniCgLFGedh6FMcgKEAoRxgJMaZAmsN900gS2/fcc88Nu/rfJkDAFaAmuMnlvkSUADqgtj4w6KAMxYUOlt+89NJL8dURigQKBBN1Ol06bgYkmOTiXiEGJTosDYHK/D4MKIEFjok35/j973+f2YcFfsvx2dYeBYhBig43ObHn2BoiYMeF6QxJDmjFXI8dIPEfljDazeQ/Lj//+c+zrodBlf009C++W/Twww+bBT0MFlkbE1+CAsRx0j7ckyBpg1PaIMb+aQpQoc8Dv0d5wgvGQB2Xyy67zNrpClAcldpebksBYgLJhAUvbprwXmtietomX+cIFI0A48vvfve7CGNdvL/TkK9Iw6qjsWPHZh0TLyRjVVB+wsZ7773XlPPAfoniQ8RBMNaE/Rj7OM9ee+0VVrUaL9hQTN+YOVBioRgFiPeKdp155pmJo0QR3hO2nXHGGZlt5cAhbexIjjHcL6I7mIMEZTM0inkEHjklTrA5BetRgGj7yJEjw272F6WV9Wx3aR4EFiVP6N13cQTai4Baf0RDmeznxA0TM6wTdVEKW2OBIy+GfYJoZ2V5M0plawnMOgkKm+zvd77zHcvXgZGHmi4wyJHfox2tJalqaJeoZ0fykR5QywEhzjouxPqyTjvC+OqCl8lRILcmCPks1BQivpuYYoRaJWkCmUB7r4fj6WAoahUX9TaJDqiiVjqrwzRq1CjLXQp5MOTbqIJoeUuQGGgYouXJ7LDDDsKnGCHpNy3RnFykUkgxzwP4wS7INenkI+v05H7pZCNrnX+pXwSoIwbLIDk+aYnnvN/kA7g4AqVAQJVtOf744+W4446zOkDklJDbo14goX8lj/SOO+6wPEqdfNs+9MU60c46PXkyfIJceumlYdH+kjvK+MjxkFxjBduK6RvVs5F6LFUSOFTBEsZN9Yi1+g35vOCjypttqxQOrRqiK8j3AR/GAqXKz9qFcVEVGlFPj2Edz+tlHhEXco8RclNdmgcBV4Ca516X9UqZHKvFJuscGj4gFDH81a9+ZcnwUFgGIZkT4W9bRTNJFkUBgvwABYvBiIT+Y4891hIdYZhTT0dOiuagWHGMpKCcdURom1rDbHBkGdpv9VRZ8VeOq3aUnIdv7/WEAx5yyCFy+OGHGyGCxksbEYC680UtdmEXU3ZgLWKwYhDgg+K33Xbbyf/93/+1IqPI/DBl4ZRTTik4UTfl53lXFfM8BFzT7inkGJ7ImhfuutmB94nkZA1jMfIRiC6YzKEA82z/v//3/+TBBx+sm+vxhtYHAihCJNDz0RBLI5BhPEOR+clPfiIffPCBGbwwQGk+ad6LQkngWdWwbjMOas0r+00g1Al9WtqBiukbUagYE5Oi3p/kqja/Q+oDBmnXRh+L4YkxD8HwVwkc0hpMO5FchriwnrbGFaCkwopRDeE+uTQPAq4ANc+9rviVMhlnoLj11lsFSxIeCyY0SOhwNIzMBphcjQs1Zeh06dxh/WLCg/cFq5zmBoiGmImGdaUeItSooYNOToyp+J0maYORutOzdsV6hxWJytRcAxYoBks8VxoaIFdeeWXW/skv7b2ecJzg6UDpRAFicOX6NH8q7GJ/lRTAsNf8GMMI7GC6w7IJZlulMMllHaBCX4p5HvAKItzTpHDvfBBLolLf36+44gozcBx99NFZF4J3SIlIivZmZh3EvzgCigDGq4MPPtiMVxiKkoLxTsPCBIMaLJYwggbvc1vem3Acnl2OO3ToUItgYJzA8Ke5NKKh2GG31L/F9I30fXHPUzgg424x/SLeE/pSFKek558IDw0hz4zhYXu5cQjXEv9LO5G0sYD1jM9IwNC+6H9hHhK++9/mRMAVoOa87xW7amVzslA2TeKUSy65xLwRnFxzQMzCRChAWv0gZZmxkDkmOXRuUJTi3if8C+pQwpywojGIPPLII1a8jsEkKVh9oPEMCkt8e7CshXWhk6RzT0qwdoX1f/jDH0RJBMyi9+Mf/zistr8oaUguBasj12MH1v/ARfOdRBNULQwApQaKbo2FDruYhY627LLLLjYohoGRGhdQuvLbWlGAinkeoJdl8sE9TQohEYQjujQOAtDcK2uheS0JzcH7Q5gnVPle8Lhx7nM1r4Rn7CMtnwBdP95uzTFMbU4wqDFWEEHA84cHJClQLWOMwjjG+IDyQ79F2FhQnPgNtNhIrrGCbcX0jVB456LxThvXOH6aEJqOokfh8iQlPf0uylHwrlQKh1ztZD3tTJOwPrQ1bR9f17wItJjjm/f6/crLjADhKkqPaWchhODDDz+0ZQYB8lD+/e9/W/hWvBmakGgc/ngvcMOjfGy55ZZWSyi+H4MRHRu5RUF5iW9nOdSXoQZRXPAiEIYWF2Xtsa/UCooPSOQz0U4keIfCdVBvIC4oanikkFwT8Y5cT/xchGJwjp/97GdWOJLvcSF0gzpJKEdxWX/99e1rrloO8X07uhysg0kLHevj64p5Hrjf5FDh1aKWQ1xQTF0aEwG8pppIbiFISn/vyk9j3uaqXRU5ofTvhFxiSEkKCgGFnolKoN/Hi0BeJX1QUGTCb4gAYH88S2GsoD5QXPnhXMHblGus4HjF9I3h/B39+/3vf98Ocd5552XGvHBM8koR8muQcuGQa+ywky78D0xR0DCChpyksF0JEwTDK/eqrTD7sL//bUIE9CV0cQQ6hAAMLKqAtHmMwOsPE04QtSTZ7/itho1F2olZ/RytvG3UotBLB1GrFgk1VgtE46gjTUiNNOzM1sUZv5IscPw+sKHBtKPKgNFDQ0MNOwzHhIUqCNSn4TwaVmY0qLDFUauB9YHJThUq+67KRHTbbbdFOgBG559/vlGfBlY89TzZYZMscKws9HpCu9L+akhDpCEV1g5oSaFxjYuGDBp7nubKGAYa/maseeCr4XKRFpyM7566rNZHOz4MQvkkydDD/pqzZb9Xi2JEPZfAogR7HHhq2EmmXkYxzwPHgeEHrDVEypjtqAukkwV7duLPRL52+/bqIsD7x7OgHl1riFriI80bjHQCad/VW2nfWZf2oT9wcQQ6igB9XBin1MNurG30WZpvastqjIvU6BYpGU/mVOphtzEMJjLND4roY2Hj1NAs65uhWVZDj9Eu84yrdymiXAHscKpkRLDLMf6pNzNzzLTxopi+MXOgxALXRxtoGzW10j7qrcr8KjCmQRHNWEbdu7BO80+zGFnLgUPa2JE2xsCkp8pSpCQIViuJcgjcC8YGPvHafaH9GnmSuU4W1OBp2DAuuzQPAmj3Lo5AhxCgk8mnAEFLzX50wNSnCaKx1JF6d2yizjY+TNiTkxo6LOoDqfXf9mE/BqmjjjrKCn6G46UpQCgK1M6BOpnfcQwGOii0+R5XgJh80R7W86H4GzVIQq2B0JmibBxxxBFZ7YGWmWJwKG78Vj0z1qy0Aa3Q6wnXlesvNKWci0limjDQqpcscz0M4hqKESmRRNrurdZ1VAFSy6bRx4aCc8qgZOfQ/K1MYVYo0oMU+jywPzhTf4PBDwzAn+Oi2LoCFBCt/b9JBYhaUyj0KLYIFMB8z/WhzpiLI1AqBKDB1nzOTGFr+hYUHIpKq/e+1WmYlEPFzn7hg6Evvu/TTz+dKSrKPoxBGpIcqXfI/qoXJVMLL2284KTF9I2tGqkrggIU2pj2lz40CIW0lSzHFKawL8YzZV7NUn7C/qXGIW3sSFOAOD99hoa7Z/DHEKah9ZFGboTm2V9XgLLgaPovnUBAH24XR6CqCJBASb4KrDjEXxPmlCaQERCeQOx1iI1O2y/XOuKXYQ8jh6YtIb+HMDkodnO1hd9DmwnRA+E5OkFr65Cp2zp6PakHTawk+ZVrUSXUMFOlLrFH+b/q4GsJqeAUFyjDoS9VBTq+2qhcC3ke+JEWpbVrI27dpf4QIMSUfB5y+tRIUn8X4C1uSAQIgyZPlPwgnfhbOHZbFxrGAnJi0p5j+mH1XNuYQR5rss9r69jxbYWOlfHfdGSZKSJjHGNuGitc8tilxiHX2JE8L985N7lcjNueH5iGkK+LI+AKUBwNX3YEHAFHwBGoKAKFKEAYJMiTQIFGUaJ+F4ovNUlQnlwcAUfAEXAEHIFiEHAShGLQ8n0dAUfAEXAEKooA1O1QBZPQjMCuRVFUEsghR4GS2MURcAQcAUfAESgGAVeAikHL93UEHAFHwBGoKAJQ3sP+Bp07DJHUsIKdivDJ9dZbz+qzVLRBfjJHwBFwBByBukfAFaC6v4V+AY6AI+AINCYCUKVDG0/BY3LsoHSHGl/ZAwUad01qFmoDuTgCjoAj4Ag4AsUg4ApQMWj5vo6AI+AIOAIVQ4DijSRhByISwuHI+VEKdGvDuHHjrCBlxRrkJ3IEHAFHoE4QgPiIwr7UrqImoLKwZloOyYcy+hlhxKabbmoF6zMbm2TBFaAmudF+mY6AI+AI1BsCFDumkOHFF18sSukuSiecKcBI8cNbb73VCirX23V5ex0BR8ARKDcCZ599tmAk0pqAopTmorXyBCZc5Pe//70VeH/ooYdE6zoJxW8hmGkmcRa4EtxtLZgpn3zySQmO5IdwBBwBR6DjCEDDq3WqOn6gChwhHwscA7QWMTZqdK3PYpZKvELQp5MbdMsttxg7XAWaWpOn0MKcooWYa7Jt3ihHwBGoDgLQrt95552y3XbbZWjZ//KXv9gy67SYuxHKBGpz5rGUktBi8B1uMNTxWp9NtH5Wh49VzgO4AtQGulr00uqntLGLbdKii6LFJmWppZbKt6tvdwQcAUegrAhQW0qLiwr5M+TJ1LrkU4Bo/7Rp06z+lxbNzdRjwRsEC1yzy+677y5aCFIGDx7c7FD49TsCjkAOBFCItDCs9RN41rUYumgBX6tzxU+on4RhCY87Ywd1+GDf1OK41ucSMvfpp59a+YF8dZY49r333mvENTmaUxOruxbaimasw3DUUUcJSlA+mT17tmy99dZWmyLfvr7dEXAEHIFyIvDiiy/awMZg1ihC4WLq/lx55ZVWQPLQQw8VrfbeKJfX4euAGvyiiy7q8HH8AI6AI9B4CMybN0/2339/oQg6HnUillB0nn/++czFnnPOOfL222/LzTffbOFwFOvFYxQXlCiYN/EgwcSZS/r06WPKVK7ttbK+oBygZq3DQFgBmnC+DzczWeG+Vm6wt8MRcASqh0BbSahUmWdQwnK/7777yqRJk6rX0Bo+M96fnXfeWbbYYgs5+uij5c9//rP1yRtvvLF9hyjBxRFwBBwBR6A1AkQEQIDAPPbvf/+7eXMIH0aZmTlzZuYHbA/z2BdeeEH22GOPzLaw0LlzZ8HjzPZGkIIUIK/D0Ai32q/BEXAEKo1AriRUBp+DDjpICOn65z//aaFqP/7xj7OaN3fuXLnhhhtkn332sQGMJNbPP/88a59m+ML4Q7FTFB8wQAjt++Mf/yh/+tOf5L777msGGPwaHQFHwBEoCgEit/DWEMaG8hO85ihAeNXHjh2bOR7LeIWQHj16WM5lZmNsYcaMGbY9tqpuF/MqQGiFXoehbu+vN9wRcASqhABKDl6d008/3SxrJJfutNNONpF/6aWXTJk5+eSTrb7NH/7wB3nsscdk/Pjx1tqpU6fKiBEj5Pjjj5f+/fvLsGHD5O6777a/zzzzTJWuqPKnBUPY366++mrZb7/9ZLHFFrNGUAsIRqOf/OQnrgBV/rb4GR0BR6AOEDjggAOM2ODyyy8XPOV400nZQELYLN+ppTZ69Ggbn9gGuQzGN/J+4sK4NGrUKNseX1+vy3kVIK/DUK+31tvtCDgC1USAcAEYyoJVbc6cOabkrLnmmvLhhx9a/QUm8gix2dS2YT1yzDHHyOTJk83zcc0118jvfvc7y0dk0Np7772FsIZmkK+++srCNCCZSRPWQ/jg4gg4Ao6AI7AIgf/85z9C+gpjEB4fxhg+v/jFL2ynM844wxQfxidC5MgBWnnllW0bnnYcHxB8jRkzxpQmiA1QjGB2+9nPfrboRHW8lFcB8joMdXx3vemOgCNQEwiQhHrggQdaEc8f/OAHxqaTpAhlkKIOA8oNgxZJ7YQuBEGhuuSSS4RjEc7QDEJMOmMQeCQFkofrr79eVl999eQm/+4IOAKOQFMjAFkBfWTygzcdgeGNXB68P4S/HXLIIRm8oMZ+6qmnZMKECRam3bNnT9lss83MSEdNoXpgF81cTBsLBbHAwbxDHQZ4wqnDcOyxxwqusB133NE0QgoouTgCjoAj4Ai0RgCFhv6T2gjxJFTCi+PCfkz4YejBW/Sd73wnvtmWic3+9re/bda5VhsbdAXjzW9/+1sbpPGYgdu1114rN954o0AkgRLk4gg4Ao6AI1A8AksvvXTqj4hUID8VemxyT4cOHZplkEv9UZ2tLEgBIm6d2PSPP/7YtMEQtoGG6HUY6uyOe3MdAUegYgiQhAqDGZSiTNS7detm58bCFi+eDOEBfexgZYTD00Mfy8ATWHniDaYfjnuG4tsacfk3v/mNecWoXB7i1wnHwDNEnPrmm2/eiJft1+QIOAKOQNURYEzi04hSkALEhcMYsfbaa2dh4MpPFhz+xRFwBByBLASSSajkVHbv3t3qhkGRTbG43XbbTS677DKrrxAUnm233VZOO+00S/DHcxQEzwfWuO9973thVcP/RSE899xzLS/q9ddft+sn92edddaxcalRAbjgggtMwct3feSNoRS7OAK1gMBzzz0nGCsouskcEbZGck/iAukLBZDpz1wcgWohsGhkjbWAaq9XXXVVbE3bi4RkwNDj4gg4Ao6AI9CCQEhC5Vs8h+WnP/2psZrhESIviKJxKD633XZbBjr6XzwbTCCOOOIIm0CQ0IrH44orrpAVVlghs2+jL6AIbrPNNrLVVluZ4tjo1xuub5dddjEGwPA911+YAhup6G2u62y29Xg7MXYstdRSGfbDgAG5giStY0BZccUV5fzzzxfqYlVbaDNELZC2XHfddZZwT8I8FPYIrGIoRyeddJLtl2wvob/0g4RedenSxd55SF9YdnEESo1AqgL0xRdf2CBb6MnIAXIFqFC0fD9HwBFoBgRCEmqua2WCC8sZVNlMcuKyyiqrmAUVCm2ossl7WX/99Y3VByaeZhFoW/H+UL8CBaiZBMMin3wCYxO5YS6NgQC5gCi1N998szEg4gHGS4wnBWUHISeO/V588UV5+OGHLRebENpqJ6eTNH/cccdZ7TLaSbsxYAShpheeH4w6U6ZMCavtL4Z38sq5Dvo4yF4OP/xwI3554IEHZMCAAVn7+xdHoKMIpCpAG2ywgVGwdvTg/ntHwBFwBByB3AgQ3pVUfsLeTHaaPcGfuj8og1Bd4+UI+acBI//rCDQSAuQC7rDDDmYYufXWW83o8f7775sSAQsXYWUkrfNO4BmBSZJwWOphsV8hCnM58aLP+t///V9T3B566CE566yzTNkJ5zzhhBNk0KBBxnAJ+1hcYMekL3z22WftutiGMkQO+qGHHip/+9vf4rv7siPQYQRSFaBcRyV+nQ9CgTo0dCyY48aNM4091+98vSNQjwgw4cKlDwVkUgqJc07+plLfR44cKTfddJN5DaC2/NWvfpV1at5bvA+s56+LI1CrCKDwYC3GyzF8+HDLk6JeUlzIBSLXysURqHcE/vSnP8nbb79ttVcC0Qn5boTDbrTRRnL22WdbvmCo5fL8888LLL0wRq611lo1c/nUjqFdKDDBa0XjUH7SBE8WY+oHH3yQUX7Yj3edPCGunTy3XPXA0o7p6xyBfAjkrQPEAXgwV111VQtDoCo5Hxh4eEF56TyRLR/Mvr2eEKDT/vGPf2x5F4Te0OkS04zSj4Q453333VfI80BqpTDY008/bW2Fsv6uu+6SSy+91P5aI/U/wlspbvboo4+aASOsD3/vuecey7dg4Bk2bJiccsopRnkftvtfR6DSCJAwjRGCfAhCYciDin+oS+HiCDQCAvfff7/lxgTlJ1wTIY4YAtgel4svvtjCYonaYVyqFaE9jDGPPfaYhcPx7rYlKEwoR2lsYyh3jMPsUw0h1JBi1EcddZTASPnMM89Uoxl+zjIgUJAHiMkdL9epp55qkyksbihEvIzEaDeqArTHHnsIrEOFCIxOLvWPAAoCyaQkpVNnBOsVCZm48nHZk8yeL865miiQREoCPSESCIPHK6+8YkoP38kjwVoep2BmPYJ18cwzz7S4axL1GbRIuL/77rsFxQrDh4sjUGkEsAq7OALNgACT7Vz9LDkwzLfi8pe//EUIm0PhGDJkiIWfxbdXehnvFeMN4WwIc0WUOUL3yAfKJVwzxA5cSygVEPallACRR9XIAWLM33XXXY28YYsttpC33nrLwvcYQzHCVJOcgbZBNEEtNDAG83JEdJCjyhwfYy85ZpR1oK4d4dv1LnkVIB48lAAS8mAs4gHlgWSihDa89dZbmyK0//771zsWrdpPLCsVcvMJ8am5Oq18v/XttYUAHg/ikLHyhMRiFCJYqFAmDjroIEvUbCvOuZpXBH0yQkIpRTe5DhLpg6DM4dHimuL5FHSm7EecdZximWd70003tUT8Ypghw/n8ryPgCDgCjkBhCBDmiecEg1tSHnnkEStEzxyM8DKMVHhGUBggCHnppZeSP6n49759+1q7UMgwwt15550WQcD3toR5JGQPeHshUYgLDHewXuY7Rvw3pVieMWOG7L777sbESWhiCIV/+eWXbQ4AOQuhudUQPFJHHnmk3XfmJdSMg4yM+QlKUXxs70j7CE1EAYTGfLvttjPiCvLNrr76amMg5Pmra9E8hzZFLeKRXmD03nvv2X6aWxBp2FvmN1q/ItIJU+Z7My6Aj74IzXjpDXfNamWKNPk09br23HPPSL2hmW064ETaKUSalBppR59ZXwsLGvoWrbvuutEmm2wSvfPOO62apJ1mpJ6dzHo1ZkRKuZz5Hl9QWtJIB7b4Kl+uYQReeOEF67PVmlzDrVzUNCU4sPaqBXjRSl8qGAH1Vkc6OSx4f9+xdhFQIoNIrezRiSeeGKmik2mokqFE6m2IVDmydcqSFmlYti1/9tln0fLLLx/pxDezfzUXaCtzRFWAIvVMRErV3ao5tF0N6lnr1chu16jGxeipp56KNLQ1OvjggyNVjCINfc3atxJfNAIkUmNopAycrU6nHpGIuYLm07baVu4Vaqw0nNQDlXUq5iNarzPSHOCs9e39wnWr4hlpOkDWs6jKVqTexkhDAnMemmf4vvvuy7m9Vjbk9WERCoT2B3UhssYaa1gsJl4gBK1YX0Bb9v8cgXpGQF9KYz8cOHBg6mWwHndwECxSxcQ5h99V4i90o7issdrgxcknhLutvPLKqbthyYOyFIuYiyPgCDgCjkB5EBg6dKilGWBhJ6QN6ztzrp///OdGg01/jlx00UVGf802+m3KkEB4UwtCO4gaUiXGwqjTQt+g+SZPNS54L3TSbDnn3/3ud23sgtnuiSeesLCr+L6VWOYaiJRIoxbHY8VcIF9uUznaSTga+OCJiQvzkWOOOca8M/H17V0mgoQxH29jvBg3ESTknsFQOnPmzPYeviZ+lzcEjlbiWiMPCNcrDzNuTsLf9tlnH8sRKEfcYT50SEhPxiBys3C5EodKTCT0iauttlq+Q/l2R8AQwG3MgEK+Cx1cXFCOWA+BQHvjnOPHK9cyA4haAy3Xh3NAqUpnlU/CwJu2H4oU71PaQJC2v69zBBwBR8ARaB8C1MJh4n/HHXfYX5Qexp04Axq5NRjfyJuhkHIIz2rfGcvzq1yGxLbOxpyND7msjMfJfKC2flvqbcxzc+V2s572qcel1KfNezyNxrJw/LQdCYej0GwphHmORpGkjvtQspMeAzMfc6Z6lbweIC4MJqkNN9xQRo8ebTGnxGSihVKsigeh0vk/JAKSfDZq1KgM7tystdde29i7iM3EAg5D3XnnnZfZxxccgXwIQA194YUXmrIT9kX5IdaXZOzDDjvMDADEX9MRIYXGOYfjlfMvDHZQpGKsYBDhPdXQtrynxPpGgqeGtGbtS2wxRfcoSOfiCDgCrRF44403hJonkKZgLYUohVy7UDKi9S98jSPQNgIk/GN0ZizCqh9XfuK/hI23FpWfeBvbs9y9e/eqKj+0mVxY8qoef/zxVpcAKyx5VyhJlRaMkYzLafLhhx+asTJtW7HryIUmlzhNAokSz19dSzGxeMoEl9ldKQkjpcyNdJKVWVephalTp1rM+O233545pfLEW7wpOUnqlow0+dvyNfTmROrKy+xXjgXO4TlA5UC2OsckBlm9i5bfo27mSC0ckRZkjJT1MNOgQuKcMztXcIH3UZW0SMMiLDdJmWsi7axatSCZA8QOOnGL1OIWKZFCpEpPpLSrkYa/RmqRjOLvfquD+YqaQqDec4DUux9paEXBn2qMQdxwJQyJtPCkjUWMAckPOQLkEZRbPAeo3Aj78ZsVAVU+bezXkMOI3BvykpQYwXJtyF2shpAPxTitBAVZp9eanJHSiEdK5JS1vr1fyPXhPMmc6Pnz51vev4bh5Tx0veQAUV277iSpAKHwMPicc845ra5FXXWRhuq1Wl/KFa4AlRLN2jiWWnCjY489NvrRj34UqUcx0mK/qQ0jAZUJW60JE0g6xGJFc/1M8RkxYkSkoa8RpCfVSPQstt2+/yIE6l0B+te//tVKmUgqF/Hv5e7fFyG7aInEbpLSNTTJFCEmQ2otjSANevPNNyO1GkfqTY6UJSmCYKSc4gpQOdH1Yzc7An/84x+jlVZayfok3nkNK480P6jksKBw4FRAydJ0jjaPr3m9pphheOc3yp4XqZfQyFBKSX6D4gcJhTLzRVrTycielBE3UtbjSD3fOdvYUAoQNwNGiFyfSluHkwqQhv2YxZ6BJyl4hDQ0Lrm6pN9dASopnH4wR8AR6AAC9a4A0Z9ffvnlmc8JJ5wQabx9pHXZIqVit0GY7Ri3YJmCMarSonkKEZOQfKJ1WoxJqZxGEleA8t2F+tvO86JECBGeeg0zsjmMhvPXpCceD4GGg5mSQHs1B6UqkUHlvstKemBe6VKfh/nsD3/4Q1OwYHHD64L3GFa8XMLzoVTYkdb1M28UjHt4fkqp/IRz//Wvf400BcYUIdqnBeAzrNBhn+TfelGACiJBIJkNFqhcAhkCBbkqLR9qvKMqZRbzSJEqtcK1Ssh6+OGHRbX3SjfNz+cIVAyBZ599VrSTEvX4yOqrr27sMBAhuBSOgLr1jX2I2GpqTtCf6EBU+AF8z5IhQIw7VdeDkHB7xhlnyGmnnRZW2V+YsUjAVW9MQXluWT/u4Bfy/5IsTGmHJE9WvceWP5iLZTHtd76uuRFQ6mGr40YuM4noPG/kYjOf4UOOTC0I7yk1cshXgv0N8gZysDVMyz6N1IeWq9bj3nvvLYw75A1Scw9mNQqQ079AcAEBRlIgYCAvtxK5uZyfjyo5JasvlLyeqn1Pam5p3+E8j1vkcLdhlUP7XG+99Sw2Mu135VqnJAimJSto5vkZNmxYtOqqq0ZYwrAeInCi46pkH6xw5RTO4TlA5UTYj50LgaOPPtreAZ51HYAi3gXtNOuCgz/XNVV6vVYutzwvwhtWXHHFSCcXFk5QDc9CKa693j1AcQwmT55s3h8luYmvzixjbSb/s9KiylekldfznlYnMpEmqZfVIu4eoLy3oa52wOLOM6Psm1ntJsQSj+cFF1yQtb5aX0IuCuHicVFmMJuLKYFDfLUvpyBAWBkeH1VwW209+eSTbV7bakMdrGgoDxDMV2mioW+iuQKiMYsCLWOlRBPSRV19AvuOTl6s3gl/Nf46w7wDhzmsdWeeeabRdVeqbX4eR6BSCFANGusb9RY233xzO632jXL66aeLuqmN1c29n23fDVjzsNJrXLPhqEVtzdsNzT/0/v/+97+dSr9tCMu6FZpZmIaIMDj11FNbnUsTk1t5/VvtVIYVWqDR6pSoAVAOOOAAq3oPaxIWb2rkUR9EY/PNO3XWWWe5N7EM96BRD/nnP/9ZNCTKPD/xa8QzrQQ9ouRPogbo+KaqLMN2iPcCr0VcBg0aZCy8Ghonv/71r+ObfDmBwJNPPmn4pXmHtVCsedPoS9pDKc6pYIPlPj3yyCPCfB2abLx1sAy6iBQUApcLqB49eliNIDp66IMrKbiAGXz4hFAEJn+4BhFoijWJXcrltqzktfq5HIE0BKCsZiAMyg/78Pyj9N99992ilcGNwjrtt+VYB+02VNq8m4TihXexHOcq1TEJK1luueWEwRpqfQRqU801kXfeecdo9FEyXaqDALXeCL+g8CN9OYpqv379jJ6V55tiig8++GDFG6deJyv2SAjQiSeeKBqT36oNFCakfRSpdHEECkUAo8zw4cNTd2eizIS4FkQJgKwgZ1pbqL9I6GclRcl6LA2CEDJlZxRlMK3k6dt1LuasyXqW4UBhfVrfEvZp6696z60OIOGTe+65p2CgueGGG6zUBbT9hFY2u3RIAQI88m6In68FiU+43PJd2B2hM+Ue4lXDOlArscWFtb5596LjRNnIVeOHHBYlBakIQLRFwzJMWdCETjsn7x8F2bAQ1rIoXb7stddeGeUn3la8aEy8XaqLAPHw9Esa7pnVELxDePop9lsNwdJN/hF16XjXmHAwBmGtJQfPrazVuCv1f06UnJdffjn1QvBIp3kLUncu88ohQ4YIHtg0YT3bC5UFM2fJ3K++lnkLP3MnfC0LtLB9NE/nljq/5G80f4H+naffW/62fG/ZPu6TT+TtMW/K/DlzlY8+kpcXzJdBq68q3xmxhXRdvI907t1buvTpJZ0X663LvVqW9XuXPvqd9bquU5eCymIWekkF7cc4TU2hsWPHCv1JXPD0gSGev/bIkUceaflEzBM0TNYOgZJIftmuu+5qSjbRI4zfGFGp95f05rXnvPX0m4IUIFz4yaJuygxnFjCNYbRiXbV60YTJYdHV2P6im8jgSnJaIYJ7sZ4E8gisl8o0YpMLXKVYCDS/SzS2veYuBXyDd4HE57iyW3ONrUCDuH4s4ljh0oT1JJNXQrCAK2ORKTxKnW2dLgVYsXzfdtttFo5XiXa05xxY2XJZ2DDsBCtce47tvykNAkrDKkpFa8WImVhRnA8LL2HXtWCwQRHDI5QmtBUCIYpyFytUWc81wYwfi76RiU09Cn06YUC8a5BduFVarNi21lgRrTNllvtwX59//nkrtIt3uhYE0gPaiRFAa+NkmqSlFGwegVEsmjtP5k6MKzaTMkoOyk5QehZMn9nyex3XuvRfQrot1V+6qOKilinp1FU/eOczy511XVfp1KPl73taoPzefz4lm+okfv2N1Iir2z5440154alnRGbMkuGrrykLps/Qz0yZrx+WI1WUktKpZ49FCpEpR6oYLVSQTHli3eKLSZclFn60fS3L+lfXd+pW0HQ667QYbzbZZBPZbbfdLFSNPo25GN5tLesiWoYia/9Cv0ycONHChh999NGM8sNv6UvDuExxXSIfGONGjRpl6SyQKVEAtlmkoDvGzUiywBEuQmz2SSedZKFmtQoYAyVW6Paw1N1xxx2iBV8LujSsgPUkWLc1sdiqHJPHRU4Vkwzi2bV2Rc28BFgnzj//fPsE7wLKLN4F2AebWXBrX3zxxebBiFcDJx9Oi7bawFRufGBi5F4wCO68886Z02FNoo+ginkuD0tm5youKH2r9Q1KIZo1mUYpQnljgHepDQTeffddC0vkWVdaVqvSzt9aFq2fYc8X/VixQo6fkg/l/RljD3lH9SRM8rBQa0FpGTp0qE3M8PDRV2jxWGO/qqfrKWVb8Qoo5bXNW7DUE+ZPGBPzEZQOrU1XytO1+1jWzv87XU498BB5dcQ2stbSA2Xul5Nkysefyt/X30WWv/dlefOWgzLH76wKA4pN14WfXmutKosvXM6sH9DPFJ7Mj/Is8F5tMniwHKw5eXvqmBNkoC50VYURj8Yrv3ulVY46nqQWZQiFCMWoRUGyZTXuL/imRVGaP6Nl+9zPJ9j+86d9I/On6mfadIlmZhu9O/VSBQrlCMUol6KUUZ4WKVEounhlCHskHJv3GaUEYzS5YO2RD1QpxKiw8cYbZ/2cdeSR4REitFhLC9h2FFjeQ1jlyIllDtgM0kkfoOJ75jpCBu/VmmuuWdZQHKzxygJnuRf1AM0TTzxhYSNazKtVgjfWfPJHsMzVgpBEiTeBSXbwLqCQc1+xXtSit6pSuEH6QQeH546kfRRDqDTPPvtsc3GTf1Bu4V5wvjRP6YQJE6yjRSHLFdNe7vblOz6WMtqG5ZnJ5mAdTAkL5blDiVQmJluX7zil3o4CRhgM+QCEvNCHFSpaIdw8Ehg1oFGtdcFijOWTe5EWNsaEAIMNcevItttua30UMf5QYROmGDcA1NL1YlElCiFJ4V3KNuLpJeRUmU9LediyHgvDCMn+4BNyGAnFxqiDN41tHRXeIXIeGCfwiBNOpLWb2mU4wxtHtAv5JSjdWO3LLc8995wpiExmCancf//9jZil3OdNHn/B7Dky59PxMueTz/UzXmbb35bl+ZNbQp6/0eixz+bPkhk9u8kKa60ha22+iSk7GcVGFZ3OPUpP3U2eJvmm3J9kCBnXgQEcpZHnrdRiShTK0NTpphDNnzKt5a8pSAvXL1SWTGmyfb9R5WqG8gbHpt1qKERxmt+jm0wXzSVcvLcss/IQ6bXcUtK1X1/pOqCvecX427V/X0GRzBcBw3jM805oLhEzQbTItHlaIftRlj5TvMI2nm36XyKfdtxxx7C6XX8Zd3A6oMDXsqR6gNCJignpwtJbq3zvKCYu2QholXLrwElUTAqWCF6MjjCPJI/Z3u94Fy655BK57777RAsPZg4Dy1nwLuDdY7kZhYkPHRpeWDp5Joq4tZU+s2JeWUJjyR9Lk7CejrVWBS82LJZ4PhkwmFSDI4MGLJIoRJUWJj68h1h9GUhQZMj1QqHl/jabUAuFgZxJMR55lHylWTWPNYoqXrxazTXDo8HHZRECKLoYG7B8B+WHrSjBhOKQi3rGGWfYxHbRr9peIpcPIxnvDnMX3mMUIM6Fp0nLZFg4Id4TQu4K8axxRuZC9KfkaaCEEO6IcXDrrbc2NjaMT+USvBeVyskgx2bu+Aktys1YlBv9qNIze+xnMk+9Ogj5M91XXE66r7ScLLaRhp/utWPL90EDpYvm0FRD8CQiuQwgrIecpxxCGF5X9VjxKUZ4plCCWjxJMUVpoYI0f/I0mTdpssx49W2Z9/UUmf/1VEG5yojOd7r2W8IUo65L6vnjHzxqS/aX5ZfqJ5voe4ThhXcqKEwYJQkbJgUCltO44PXheWafZpFUBUjrSBRl4ahWIVRuEhMw4qSZsGMRD7kRdKZM8MONb5YbWsh14gYlFjRNwnr2qbYwASUBMK78hDZB5Yhyi/W4mePGcZnDUsaHgR9mxkoK1lAmpxTASybnEhbHALT22mtXsklFn4t+Aq8JFmgsZzxzWuOsKn0HkyviwvFsMqkjVAEr5xFHHGEMaHjTmIQ1izCJJRmYyTJWSYwzCP06E1sUIgwktaoANct9KuY68WwS4pOcgHEM+hPeP+YgWPYLEUIF8QRiHKAYNP0N4d3B8ILiAissgqED5YVnKZ63kus8eBch4SAqIliz6et43vgQTVEvwsR73oRJptyYF2esenU+XajsfKaTXh3zO3XvJt1XWFa6D1peeq4xVPpuv3lGycH7UGtC300uLP0Dc4K4YEClv6w1Ihv6rpYwObzzy8abnHMZwge8bfMmTTGlyBQjllVRmjdxisx4/V39q7lWEye3eJj0SNd3X1mmjJ0jo0fsK4uvqEGB/RaXcR++J9/vv5Jsv/eesthEVbQ6dzPvUid9Hz9RIgmY+9IM4zkbVucbUmflh00VAABAAElEQVTBWD3jFhIYKrCAkBzFZBT3GaEZxMjTGRBTWGkh6ZMJMJ3fpEktFopkG7AkEWOMG9RlEQIkm5I7wsOeZBjBbclA0h7SiEVnKM1SId6FJDlHac5cn0eptPIDSoSCQE2MlZtBCC8K8uyzzxprF/T4wRNkG2r4P4wmfKopUJhj9SW0MAgDEpN8wuBGjhzZVLU1mNAykc3l+WJ9KcKlAtb+t/wIYIHGwIZlPmm5Z5JOn14ouQWTXHKHUGwI3UFxImeGsZ+wKMgnjj/+ePM0EVrH2EcSON7UfAoQ3oVzzz3XJtBB+QEdDD2ca5VVVjEFCA9kLck8nSgTqtYSsva5enUWLqtHJ9JwNlG2s+4Dl8koNottsq56dQZKD/10XXbJqhh+2osfkUfkb3KPYV8MCfzkC6Kg4jlvhDxOGOqCpycfVoQsBja9T5QM4rlbR8nE/7wg/Tp3lVWWXEYOG7KODHj5Y/nwsFNaDkUI3pJ95d2vvpDrNt5FBr34rnzy5ify7Juvyztffi499FnZdb99ZO0GnEenKkCE1sAQFoROA5d0Mo4ZqwuhIlh6c9HxhmOU+i8WHeKHsYzSOdFm4hexgqMQYQEimZJaDE8//XSrZLBSt6eejkeyOrjAPMLkgXuIpRW8yK2JT76qeV0MYoS/EArEYBOXevEuxNvcqMtY6PECM1FHgWDCiieDhEqeJ5fCEcCiDHtSUgj5QslkezMVF8QDRpgixfzINYsLk2UMXEx4Ky3k9RTDvFbtHDgm8+S04eUkPIwxk7Cwagj9OqGdeK2ZQ8QFIwpkN4VOWgnvwVOEF/oXv/hF5lnAQEvODPmjeHsY0wJTH4YEPDr5BM8r1ObkniYFxZvnDma29ihAhOphVCbHEAMRYzJ5nGk5cMlz851nf+44Lfz+3scy+8Nxi7w6quQsmDbdftJ16QEZxab32qvaMopO9+WXKYpoIO38tbQOohHmfPSPzAPBk3tHMn8zGkfItTIvnnryVh++hqy+/55Zt4t8OLCZMelr2Xf7nWUJDfZ5/6XnZGDPPvKj3feUz198Rca9/qYM7d5L1lGlSd6ZInMfP0te6NNThp19nCy2cXqNqqyT1MkXvbq2BfY38gyYHCcFNzYdGBOgSgptgh7wgQceSE3WwnvBRIxJGcmzvARJNoxKtrfWzoULFgsWlYYZDEgeZNDBIkenfNBBi5hbqtl27hkJz8G7AEsJQmgQCjqJjfXiXagmjuU+d8ijoaYAFlist9y39lD/lruttX58DBEhp41B/c4775SQBE3pAbY3m1DQGlZBIhHou4hfZ2LLmISlFyWo0sKkuphCj0xYqyVghGWcEBdCO/GqMWmE8AYPR6UFZR6WM/pvxhzy3Qi9JvoAjzGKAKG9hQg04xjwyOPj2oIwppE7xzvDGEcoVBDIf3J5FMM+/A1eqBBKF9/GMuvDPsltbX3H+0TxdsY1jMooWTzPsLzhOSdkLy4LlMp51gdjW5Sdd1v+8h0WMmrY9Bi8ooasDZTFt9xQvTjk6KiSo7k6nZXWuVkEymiM4YTNc18IpUTRdmmNAM8X9aToP8mHY0zZ/KiDjSCEeeBG+j5BFkK4cec5SmP+5UR59t4H5OoLLpK9X31J9mkmBYh4cyY4dE6nnnpqKzTJv6EDqqTg9mYgZJKVT9B0a4E3n1BB2GgYxGHsgd6w0rGWPNx0tFit6LjJM8CqijUTRYLY6EItUPlwL9X2NO8C3j08gO5dKBXKpTkOdOp8XNqPAEnh9LW8h/QRWMoJ4cXbjSc00Ja2/wz190smxExmSXIP5DwY5RiXYPmKJ9JX6uqor4FSQcIwxrhapY0FL3JtGGsgjyBfAsF4iIGQsSjphakEhuRvofRAMIDSgzDXIJzphBNOKLgJKDJMelGYGGODHHzwweYR4r5g8SY8CsGDiteICIJ8QtQBx8d7lBxreP4YNwuZg8TPQ64yuSqEoBPdEITJ+w7bbSe//dnRcuEvj5dZ74+V2frh77wvJtpu3dRz03PVb8limwyXJQ/8nvRc5VsayrZ0OETT/+VZ5r675EeA0FOeOT5xIV8KHHk+mWPrS6oK9gqyzf8eLo9+9oGcN/IK2eenh8Z/UtfLBdFg88LSaaBlE+/fr18/K0ZHx8DnwQcfrGg1bjRWtFjylNpKfiVEAdcyzBbldIXyoLRFgw1GdPgkZ2IVx12P4njZZZfZ+ko8QSQLY7UMyafEWRMGgFflkUceaaX4YLG0F6CDjeM81KggbywQLLTnkIQxxr0Lw4YNK+owJLfDfseEAM9SJcNmKAa3QC2dFF+LZs+VBRqOYsv6fYGt0226T6T72PeF+0W6X+Z72Ka/Zz2/z2zTmN8F+ntLYlX3N5Y/Pp166rKSItiy1ijANZ5Zrx1gZ93eybbretvOb9h/4TF69SwKY9+54whgqeb5pI9jgkQNLCz2DFRM3mCoY8LXVthNo9FgB1RRNrDeM4lkYoqXv5qEEHgf6M/xmMdzZkN7K/WXsB8mLWk02HgbeI7Ih0lixWSHMQjPULWE0DzC8njeUfSTOUH52sU9IJSP94HjgAHKDs8KuTp4gBjLDjvsMCswSSgleBDpUIjcddddFkXC+M4YDoaEErJMCHmx3scrr7zSzv3em2/J7Hc/lplvvCuz3v3IFJ1ZH34qnTTZHZpjlJueKw+SHnyGrCg9h64knXt7f1zIPWv0fRgPUMB5ZxgreP9LJcyneX+oCZkUjD6EzhbCqlfXNNjJC4cFBY8ByYZxoTMglArWokoKk3g6IGJ88apgicMChEWQmxNygOjssJoSb1stwdvC5AUvFDkRQbAa4mak0y93/hSKIO52XMIogiFZnkECDxkKLu53lINQfZiBhUEV2lCscuE3of35/mJ1w7KHksU9Ie4cqmZCLtpjLQWj9uBEJ0GoB3TavNiEXxASwuDF5KBv3+KYbaALJbmU2Guz0r031ugsM8pIUFRQYhZ+8mGlMU/SWdl3OvXQTzf96LJ913euU/eusWW28V0VlN69pCu/yeyry3ocEiAXzJotkX4WzGpZhkKTdWyz9Ro6sUDvdbRwO+1MFU28DGw1LYXd+tjgbMs6SHdZoqXgGwO27ae1DPgLRWd7qmKntqHJVsJoiNEGCz2Tat5LQq1Q+OnHUIiYvDHhaxYhVDfUQMFLHRfC46A6pj+ttBBqzb1gLCKcK8mCWOn2pJ0PxjUKViaVH/bFM0Q+2Zdffmlsg2m/L/c6ktjJR22vcA9QQhinGGPIByIUDkMCkzDGNPLImDBC0IInNR/5QbwtFItkzGQsO+OMM2wTYyFKFGNlPoG9a+4XX7XU0fnsCxn4xKty5UobyNs7qhVdxyas6z1XGyx9d9hS+83esuH3d5V/vvFfGVyl/Kx81+Pbq4cAcxlCJulzmI9joCbcj2eRvNEQOt2RFvIOMS9MExQvtjeS5M0B4mKx3KMRYgXBc8HkmIk7FjhuRDWEB4GkRhjoUMKSQptx8d98883WzuT2Sn2nmi8KWlz54dzEPVPY79JLL23XxL6Y9hMfTdgguTNxRQavDMotigVWQAYRlAPqyjDhwmtErDbeF7xEhdZ64gWCyQov3T333GMDD5Y5wh14frAklOJlLQQDBik8cPFaQlwXlg6Yg1ifS6CYnKUKzuwPP2n5y/JHn5q3potSSpqFTi11FChrUUS0U+rWVRUZFJeFSkxQaFBuUFjCd5bZj/1Voa+mYCHNKEwoRgsVpPnTWmoVkFRL5evwgWpz9kfjLNk2VMVeMCO71g/4UI/Aqn4v2a+lArj+DVXAuy01QLcrbvqeumQjgMcUpZ33kmRuQnFg28Pwg7GpmBCh7CPX5zfeUUJh6SuTRjg8zLlyNCpxtfTrjEPFGlIq0TbOgcGH0Oc0IZeWSVR7DFJpx6vWOpRjxivCdhjrgieMPCAMbuTbdESYR6AI4X3kWcPrF1corVCoEhLMVQVnjv6dM+7LFoWHdeN1MqlKEEYuwtWWVtrheyaOk1Ovv0r6rL2adFmsd6ZpL+l8YGqnluiWzEpfcAQWIoACznwNhRxiDt5dvJE83yhHhAh3VJirEnrNPDBOkoKnFm9xMcaDjralEr8vavaBJQWPQa0IlNzcKCbvuPjp6OmYmHjzqYWOnTjhXB0wTDcM6uUWGFF4mPGQJYWJFRNgBg86eCxngRobaysvGlbpq6++utXkI3ms8B0qX8Ikn9CQnaBwEYPOhI4wQLx2KFvlFgYrLCOEHcRrCTFYEtrAX8KFNlxvfSv4NhuvjoYlmHcHz44WIWPg6jFIKUJXGSRLbLdpRul54NmnLEnw1etftWcOjxKJ2jx39SZ0pJ003K1zB0LerE7BN6okaTE3q1XwldYk4KPKEn8zdQp0ecH0RcpSXFHqthRF3BYpSSw3o6JEH0ZfluZZRzlqRuIP8hVh+aIvw5tbKQNKvneZd6eW65DhTaQPxPCUZKJjMgXDa3wyn+96S7mdyATGHCZXjAsdGa+5B3j0yyHzp6shSItRrtq5l8zV5Vl/Gy1TlW0NFjYUHvo3pJOGEXdfXmvorLisjRNLjPiOdKOmjn66LbuUeug7ywAlNtlNw86733ennL3J2Znm8l5j2OA5x3Pl4gjEESCqifeYuRPKeBDmHRj5UUygAu/o/IMcU+b4zE0xHmPIJm+dZf7iQW0kSVWAUCaYmAMqOT94BLC05RI6Hzwa1RJCtfjUoqAIYMVNEwq3hqTUtO2lWkcOFCFp1F5IThxC/DcJssRJB+UnnJvvrIeNKml9Dfsk/5JgircnKD9hO/cIVj62V0IBYnCFMSreYdAWBq1lP/pSzl/nuzLtxEtkzHxVANRK10VDt3qqotNDvTp9d9zSEk57fGv5Vl4KXNBcH6EvvBt0ToQrwTxDmFIhDEMBk0b5a3UK+qrXRz/Uk2hLQp2CuTpxCPUKgrJkihLrtahbK0VJFaRuyy4t3ZZb0iYUTCrso9+pxl1tT1pb11zMNkKTsPZBOoPRgjA4PLDkM2BU2HPPbFrTYo5dr/vyrmGdZJyBFQ+PUDMqgsXeP8Lf6HPJ/8RCvJ0m2uOhx+BFnw5zYzWESVsIv+P8TPohuyDcGqWylMIYx/g3ePBgy5cgjJmw4FBUMrvA5FSZb8Umtejk5Cm2TH5mkC7av5lCo0pN7/WGSb/dtm6hHFalhz4on0BuwiQWrxKRFRjmUH4I18fAjJXdxRFIIkD+M3O3tL4fIwceaOZwbeXEJ4+Z9p13DyWH8QeFirkNkT8hZSA5P0w7Rj2tS1WAuGiYiPAaoADBzU/ybS5hYK6mApSrXR1dj2cE12Khwv7JzhsPCpo7MeJ0cEGIW4eRLa2ILMcJEo7HPYEik3wacnlw7ycl/C78JmzHkoy1jXA82hEXHnTCGVEUkkpkOB5x1vG40LCe4yTPxTaeFZSupLCN9VgS4pLveOybPA/rwu/CNr7PnzxN5n41yQa37q+8LYeusKZMuOJWmTxjtnkjZmnoFoPftPlzpc+c+fK3sW/Jf6dMkKmL95RLz7nOWMzC8TgHEs7DMkxDKD8MYkwswjbcxlhOsFKHGhNhW1vHy7UtuT7ejuS2cB72ybUtub6ax4vXKQhtT2vf/JmzWjxIC71I8/S+zh2v8fTKioSixPICvZcmOjh00yJ+FPJDKeqOcrRcUJD07zJa4E9DDpHkuUIb2tqW/A37ht8lt4X17T0eBocblaIUdjOOTfgqOY5MlOhr6Y+hgScUJ5wr2QbO3UhCP4x1nAEYKyUTe0LjOkKs0kj4tHUt5EcRMg5zJv08AgkMpDChNk5bvy/1Np5t2gIDKXmhEB/gkafvJCwPA1OhAkV0S2juN5kQXQvLnTpdvvporDz5wEMyU/uNft26y5fdespyfZaQPlFMwdJ+g5zFLv2XsFDmrvq3x5AVpPf6w2w94c1d+vcV1nfVv6XIbSSRnEgLjMyEiKPIM9mEja8jXrBCMfP96g+B0M9XouUoPHh8YD5k3odyVSw5SSXaWYpzFMQCV4oT1eMxGCToqPIJHjAUCeKt4yGC8PvDs4489thjNtjg6ocFDk8B1jgEdyOeoiDsy0AVjsfDyGBBki0PJbkAhP6hPAUvC8ckPATJdTw8UfC/Y0XAo8dEimWO99prr1nxSixRSPx4tAcLWnB/JtvH/tDUktPEhITJGOQT1JoIEo7Hi0w4xumnnx42GTZ2vUpZuvVGGpKnFjc+U6ZOkX++Pcb2G9xvSVll8f4tIVY6If5g1jcybrGuzEJllafekG7vjzOLHfHWHx26i8wdsIR0mzpDZl52i/T/1oqyxibfkdlL95P/9uumM2AxKnDym6DUhkWFRNqQxJwLP+4HhevACMah+P3FWIBHj/vPII6Sl+9+hPsbgEgejxC9IAE/vrfVvlzPH+1rxONtO+K7lmSMMvT1+C/k5QU6wdPnb5kPv5Cl/vmG1TAQtfh+tcW35etN17LnZY03xklfnXQEBen5GZNkxtw5mfctYF7N+8E7SXkBGM8IVWLiz/OFJyQYLLD4YRRB4ve30Vjg6BvxGgcSFN4rrJ4kuJPwzuCMwa5ZpS0WuDgm4IX3jETmallyCXcjTIccNyb9hM4uIMRMcwyffvhR+b/jT5D/d/U1MkCLMrJuwbSYYsP3b9h30TrLr1l4kZgNZ3eKZHbXzuaJHjP2I+mqxCzDN99UBqy0goyfPk1uuHOUjJs2WW6443ZZYoWBRurS6MaD+DPgy/WJAAZwSJxuu+02I7SKX8XDDz9s7GxEblXrvY63h+V6YYErWAHC+kjnhRcD78XIkSNtogdDD2QIjSgoGUw68gmTThQgJifxeGom++BGLgpx63/+001y01DNI+nSVbqp1YniZZ07d5Fek6ZJZ40P1i8WxjO7r3b+vbpLl7kL5Ov3P5KPPhkrq2oOzdJqBZ7Zv49MUWXj3edflP69tXNX5YsJ37yuXWR2b7Vw63Kf6bN1jq+zfF3u1LmTzOrRVeZpsv3kLyfIW/q7CcrmwQSL8Lul1lxNevXpLd3VQ/LCU0/LFptvISsNWknm6fZZPbrIl+O/lP889KhsqeuX1nAcrsmOp4NMl9nzpKf+btJXE7UmwuucUXoPHaTPibKPfTFJlu/bX7rocaZPnSYRSf9LaZiSeqKWn62pNQs08R5FR7/PUTax+b17SBdNvu+uWARhQJu1/JJ2Hd0nTpUuyloG4xi5IZ3U0j934JLKRLaY9NeciW4k3JM/omEIs3p1s+uFoAOCjMA+h2WdfCDCiT5SWmzcukwuETxrbAcTLHPxQRGPFts5Hnk+KE1MyML95S/3HXIQlCiUHyYl/I7jcMxcx0t7XsLx4gQjnN+PZ7fKcAj3Ix9+kXoOILOYrmGPU7740kJaen4+UeaNn6iK0wT9TJRZ+izz/HWdt0D6qKW4myYrU3ODvzOXgcihn/TTCVTvpfVZXCjlvh8YKvD07rfffhYKx6QVRQBLOc8zVjpC4/ASJZ+XRleAuAVYJgnRhmWTcCJXgNJpsMPzWq6/xjqJAqOKiSknmb+aD5hZDtumyxQdT95/7Q1Z81tDJNJcwAXq5Y3LfO1LI6Xh76X9+SIGysA+2cI6GdYH9skXx7wuBxx+qCym7+d3t9rKng36fd4ZDAhx6zWGOjynjNUoYS6OQL0gQEg085U//elPFg7MnAKjM9FXEIGUOp+cFAJCZTH6otBgdIJxLj7m5sKuoRQg6vzgKSDPgUkiIVUweeG6ZSINxSTVlptVeBDbqgMUcGGiMuGJf0kPoup0YsbkDAsWVrDs7/Pt+xy12J1z1tmym+YErL/ueov20d99/tnncosmfR6iDCBWvNSi5vQ/FAs9j5q67R/HbVnke8t2wmhGj37M6ov07z/AFJZpqqQss9yylq80cODyNmmfpMrbp5+Nk000EW59qEpVmQpKlWpW9p19rlPvCdu32XYb6aoTyPnRArlW132gSgYK2AANe/tavTnTZs6QOdqeI44+SjYbsWULAxoeI5QjVeCMEU2/GwU062FIi390XXuEEBDizUMYH7G0JJziTYvnROEFwtNGyFEugQyC36FAJcNvyEuAFSrEzeY6hq+vLQQIo5kzvkUZMqXoM13+XJmcFv4lpAaBJAKlaIGy103uEklXXR7ynfWll+Y8oTAR2lcqIbwSBYcJG4NJXFCA8MYyIPJcJ6XRFCByVfB6wloZFwxLvMeDBw/O8jbH92mG5UI9QEksoMY3JUUZHDPKiy7bOlVqyMGb/41u0+VvNIxswthPJNJ3pU8nNdqpuQsFJp4fY8fXvrXL4r2lsxrVuiyGwrJweeHfTyd9JZddM1IuGXmV9NCwss7so0xo7NtZDWFrrjvc7iWlGQoR+lq8nxhiMTIyH0GGDBlihlroqyHliQu5RjDFEcng4gjUCwKEAdPnU78LpZ5nnfGB0NELL7yw1XykI9eFAYGQ463UoIDiw3tG3h7nJW8wns6Rdp56UYAKmlGi9eHlIDkXVjOUH8KHAJ51JFeSz+LSNgIoSstsvWnbO8W2olhe8cErcsH5z7SaBFH6aq/brpTVl++tk+6DYr9qexHlCGYP2nLH6DuF/B4ENyqTLhjrvtZtJI4O2nCoFvk7vc2ioafqhP+9lZaQi0ddk3XiMY/+Ve55ZaxVIB8xYj1Zd5VVzJqN9WLvM0+T9w9/v6QFvLJOnvgSLCSE3hF7vo3mtUGPmhQ6GHBpS8CIHCAmnjz3YX+8PgysGAgKpQtv6zy+rXIIUGCQQoN80mS+TgrnfvalTFM69NuvGCmfPztaVuy5mKzYo49Efx0tPdWLixhrHaxPqgzx6QYj1MLvbCtGULARagDBoBgXqs+j1Kfl2cX3a5TlXIm95EukFexrlOsux3V8etplMv2l1wVms3j4mJ1LoxC6qOLSuU+vhQpMy/J7n34iT774vHlmuqnH/b1xqghpweRjTz1ZVhu+TkzJUSUmjxGgj3rF7zjvJPnerImyzxbbZF0i5QmIuigmLwlKYCZbWKqD8hMOSu07PP5naHRGfBv7Ew7o4gjUEwI8w8xbyOMm/Jm5HCy+5IeWUojwYs4EIQljD3N9UiSISKHPZRtOkUaQvAoQuRnkc2DdJnaX/AcmfQcffLDFzOMZIiHcpXwItHh0Wh8/1/rWey5aQ/gXeU14OYgpDQJLEFYEWM0ojJf0boT9kn+xNvNCxIVnBgs1ygBMN3FmG+K+GZTYThhCpQSlBJY2Eqh5XsmrIseDiSbPNYog8bVYmtsSwtmwzENuQc0J8rjoMLgeqjKnKVZtHc+31T4CXbTobBdlBtzzf4+wCdq1111rljGeH5Tgay66REZdfpWsu+LgFmpcVZa+0Unm3HH/MDY7rhAChqRSFChyqQ+STK7Gqo+Cg/U65OUFpEj+593HMteIUm8spPV0DwbsvZMssY3WlMJDg6KD9yUoParUJIVQ3//5n5PlmmuuyZRzwOpMce+djjvKckXpEwsR8kjxnmNFxrqM0gLhAbldb731luU2ENZI7m2hwu9QmJLjFeGjGKXomyngGCzWvDcQD4R8skLP4/s5ArWCAJ5w5jHlEsKsCXPjnWJuRy43hiZym0kBIOwO4zzKV71LXgWIZHk6jRAqhOZHzk/QOrFQpjGS1TswtdB+yBWIY2ZijuciLpAooMQU25GjsFB5O678hONCM8vABtMZFbULEUgYCKmLC2QL5IvBHhJIGsJ2rBgkdwf67bC+Un8hjiCMjWcWRS8IAySKWyGeTDxIkBJcddVVRoZAZ8ExydeIWxrDsf1v/SOA1xuFFw84hUkRJn5M6BgYfvXHi1MJU8iRwHs0h4/mIdnyJ5/LN8+/omF2EySaM9fCSrsuM6ClhsgKeI+WlYPX3kgmvKhFg+++13JdeP+xXDM4YYzCCxT64PpHN/sKCLdwFtJsTEr1rfc6hfXr4XwYimAcjNeyI/QdTz5jBEWm08Iww+/DX8YUmPswNJ1//vn2HPNOjRgxwgxQ5OoQTVJsLR9o4hnTkoI3HoMU/THvDULIJJM5SDQwWLk4Ao5AawQwHFDKA6Iq5p7kWAbBsMDckZIooeBw2FaPf/MqQHQwxNNiraGDwqJPvguCNwFrepzRqx5BqNU2YynDfY/LE9cjVMsooqNHjzbNnEEJZaIY4ZhM9NMEyx7CPoUKoZEMWhAKjBo1yuJDmcAgKAhYEAgtI2mc47KM1a6cFoy22o5CBpaB3AIljaKTYIKLF2a2QgS2FfKFXJoDASiDmcAF5Sd+1byHWMh47i0fL7aRkKAeQ1a0T2y1LWJYmjdhkilHoagiitLUp1+StVRZumGVzW2/6ZPmy8enXSFvz5wqd34+xkJHGznpHw8AhrUg9BfNKPSfTEDyCUQ75aiJxPP58ssvm5KfbAMedXKBC50EYViDvZDK9fyW7ygizCVgI33ggQeyilUnz5frOzXeMEIQwk0UQxCMtChonIPJ3GDNEyO8DpxoQ7WNthDpEBkREsyZWzkNdrh7/reaCFAOBUPfUC3YG5QfDL7MmTAaY1SApIec6mReZjXb3Z5z51WAOCghS8TTMtHFK3HsscfapJEOhwkw4UAu5UEA5QflgaRQPrglmaxjEY6HlhV6du4XicN4kMgFigteDGI+iynkybPA88FzgWKB5ycMxljG2caHOkQoa9CAE5bA81QNoS3gicURSli8aITA0X4YtbB4Bma4arTPz1mbCPD8xln54q0M69mnGCGUmPpEfGTd1iQy0778Si468RT5z6P/kKWlqyyj1MA77LiTXPiHS1spWsWct9b3ZeJdTI4GRqFGzLtjEk9fmU+YRBdjtMp3vLCd55Pjwj6ZJqynz88nTJQw2sHYF79PjDV4M1FG2hsRAEawuTEHIbwazyjngxGL0DcUNCZzhN9hyCVstJA257umjmxHASOvjdA9oi4IpcXATJI5hpZCQwo70gb/rSOQCwHSWoiUYTzj/cHAByNcEKJlUIQw+NW7AkR4W0GiVvJIE6GUuGxBZn9lg8gsN/OCPhiRWrLKCoFa+SK1kkXKzhGpdbRD5zr00EMjfXAjtS5G2vlG6vKMVCmKdCJh5yjm4OoRjNQiEClFr1LMwTfX8lGLmy2zTQecSF2mkVrPbZ12/sWcoqT7qgIYachG6jFV8YmUUSh1m69sbgQ09CzSUJpIrWCtgFAvbaTWslbr863gndY6PpHWlMrqV5O/U4U9Uor1SEN4kptSv2vVcHvP1KObur3WVnL99Bs62bemaXy5fQ99Sb6/aqWstUuqaHt0QhJpWHNZzklfTZ8ZH/c5kSoskYb+RkpCkPe8yfub/IGGcUea65ZcXdR3JQWJ1MNkY5F69SNlhbNxraiDlHlnNbZFGvZnuCmbV9bZdDJp7afdLo5AtRFQ4jPrg5kTathbpKGjNsapdyhSA3mkxpGI8SuXaCRNpLmquTbXzPqCFSBa/Mwzz0RKhR1p3K9dgMbe1syFVLMhDNDlVoBKeX2q2UfKZBbxkIbJhVrH2vXAKitapNa3SC17kVqwIvUs2WRNyQQijRWN1OtjihUvzkEHHRSp18oGKQ1rKeUlFXwsjTmPmLCmyY033hjRThdHIIkA74ySaESaVxBpPoNtnj9/fqTU6fbsayhw8ieZ75ojF6klLVIrWsRvUGQ03CVSb27m/cNggIGjFFLvCpDmENo4w1jDB+MMA66GzUYaFhYpLbat32yzzSIli4ia3RBXTgVIQ7UiFAr12JuizkRdPRhmKKIv5XnOJxjZeNY1ZL7VrppjHGmYfaREH622tWdFIe1pz3E78hslHbJJZBhr+av5oq0mkJpfHak3OaoXw0VHMPHf1jYCjFmaLhCpBzjSEjf2/J522mmRepsjzeMzo7ZG0+S8iIZSgPD+7LTTTpnBWt3M9pJi3dcEyYItkznRqvMN9aYABbh5yDXGO0IZSVr4wj75/mpIW6TMcfZsBAsuf5mw4Gnh5dHciSwLH5Y6ZZzLd+iybMeSgbU07XrV9WsDfVlO7AetewQ0bDJCsefZ1oK3keb7mBEBpT5NmIwxaMQNDQweWNQ07McmkhrqFWl4TqThOzZJ1FChtEMVta7eFaDkxWqobqTsQ8nVNvnGY5vLo9vqBw26opwKEJBp+YCIexAm8EzSleEz0hC4ghE94IADzMOhYWmZ39AHExmAEhs/Fh4jDApYkJl7tFdQuDDODRs2zN5blGm8qZUUzUGKlMgowlCoeRT2rDL+aDHWSEPgIg0ZzzSHyA4w5jcujkC1ESCqB+MHHh+tPRdpvp0pPhpGGhFFhFEkl9SLAtRSNUzfuraEOkAkQcG5HwgQ9AIt8Rc2GGhZXeoPAWKhSTgmWVQnde26AJK+A3kC9LUIMc36YggMgmwnvpu40SCwiJC4Ww3hWYbWnYTTwF5HrCuJtDzH0IC7OAJpCMC69sQTTxgFKCxTJKnzzFMPLU1Yr5MuoxCGaIM8BHIUYK0id47EZ/KHeB+gAyavD5Yql0UIkEcI5SoMi0khGZf3+Mknn0xu8u8lRIA8G+qOQExBLTVya2DLDLmehZwKkhDyV1UZsfeFgo6UJSDvBUIPjkVeAcQKnI98HmqukZCtnvlCTpG1D7VLyPeBoRMWOyh7IWtSQ25R+WVZB23HF66TXB9ynciBVU+v5XWREwUpQ5ziHsIG8tmgwHdxBKqNgBoobPxizkTeNPk+6ADksMGsSL533UsuDS6sx4pJDodyf9uqCy64IMIDFAQPkDJ9ha9N+VcfgroKgSvlTdLq2xEWSEKDNKHTrLJYtcmXwPJFfD5u1JC3pAQOZjlXQo1SNqOoYxHKqcQH1j6scYRgYO0gzyMuhC1pMbBIGYsiTaqN4tbL+H6+7AgkEcCriqfo8ccfz9rE84RFjVDLZLgO3lj6ko4+Z43kAQIjrYcUqYEiC8fwhbHnRz/6UfjalH/L7QEqFaiEu+GFUcZQm0MQ2kj+KUKIKZ5RwkzxlCCMI4wv5CHcfffdtq6Q/wjN590jXzYunIuw7Fwh0PF9S7WshAaRsqNmDocXGes444kml0fK7GrbiMbAy4bHysURqAUE1BhhuXTJtvBeEgGhNQ+TmzLf68UDlJcFDmsP/Pk6aKcqe6xHK3RpTgSwwFIYlIKiVAvGqofFS98E8wxpvL6xqsG0hhUBKzfeQ+hLqyWwveEFoqYVLHBY4LHGqxKUaRKWeB18jRkOymtYhSgCRv2IrbfeOrOfLzgCaQg89thjouFZstVWW2Vt5h3ACozXAnpnLOJBApMX+7i0IICXh77ioosuMnYsanDxniophNWggZm0UaqSN/o9pwQB3hg+SVFlxaJM6JeDBwTv6K9+9SvznFKVHsa0QgSvEmynyVILeJPw3MKeWqnSHURBhDpEtB0vMmyrMGvRD1Dnj2LKeNR0YimMl4UKDF30I1jqGdM0J67Qn/p+jkBeBDR828YvTWOwWl8wOML8Bhsx0TNQ2de75FWACF2iFhCu2mTdEya5mgRcVOXmegKMCTBu6kIkhIEVsm8j7cOgRkE7BpQbbrjB6hpo0qdxxVNjB6pUJijQbhM+hNsUFypKUDWF8L9cShjF/UaOHGnUrUHZUUu0hSdBEUkNhzBIV/Ma/Ny1iwCTmbRnnOKMULEj7BMXJoFQAqOQuyxCAFp6JsMU34sL4U1gRtiUS30joF55m2yl9as/+MEPLESUcEjGlHxCIce4YSG+P+vZXimhcOQ999wju+66a+aUyvRmyg/heNCck0aAcgedd7KOWOZHsQWUKvV8muGRcEHC5gjdpiwJxmiUKhdHoKMIoFRThwyFR3O2BUMwBgro5KkB2gh07XkVIEAkXh3rNx0HuSLUocFiQWwuCgJKUCMK2i4dVCHCBLlZhYkeOQx86JyDJRs8NHTSFB6eGeK66bgLGcSqiSUWOQajoPzQFgYZ1nM9KHqeK1TNO1T752biQ70tPIwMGEGoV4JBCa86E/gg5AjQxwblKKz3v2K5I+SQkH9KDgreH4pqMvlDMXKpfwSYV+DJSJOwnn0KEYwI1P5JE9azvVJCDhC5SDyrRx55pM2fyAfkPSfvacyYMQUpPfH2kltIXhz1n4YPH26bMMrh8dLkdFOM4vv7siPQXgQohIpijZGbQqhENTAvIp+vISQTtNfGAnHYMH1Bi6cXnfmQO6FKUBu/LP8mKGWpG6HVpCO12kfqXo40qbJDzGbFthpM6okGu9jra6b9YeUhfjwXte7hhx8e7b///s0EiV9rOxHQgSLSAruRFtzNHEFD44xZBzY4chtgUSQvQSfykSZuZ/ZLLqj122i0tchjclOr742UA8TF0bc+nsilanXRTbyiXnKA2rpF5OuoIc3qCyX306KMkZL1JFfn/E4OEAy1zAniEnKA0hgF4/uVehmqfHJiNfzNcpxYpuwElMLFCjlEXBv9SFJCDmHIoUpu9++OQKUQ4F2uhzpABalxxGFrwpMcc8wxVhFWX0LLCcKqEbdiVlIjhLkLi+A111xjcYlp58YKi3cKa6GLI1AIAlg2sMxh7UgTmIrIZ3JxBEAArzjPhBZCbWXJJTcOJiusZkp7a55zPEJU2abyuxZBFaX8tT6UnIW05wq2REK/YMqiz8MKTsgXDHRxz1Kj3g1CaBl7CFndKpFPVSvXjFcBpkutX2Sx8YQg8Tysv/76Wd7wWmlvLbaDEDDwwltCSBi5pISVE4aOt4Sw6UKF355zzjmiRVxFSQaMAY73lNBmWE/JA6qkKIWw7L777qJ1vkQNGLLaaqsZG117vJd4fQg7JxcuKVwb4bP//ve/jXEuud2/OwKOQAKBjmqEWCS0w+roYYr+PQwqsIzBJKOJgObx0YmIWZCoW4AXSBPbrUghHqJyikLqHqByAlzhY1OzAkaeeI0GmkB9Cgq+BkbECjeraU+nE8xIJy1WPJB6Oe2xnJYaPPoYmA959/ngzcEzmFYdG9ZB2Kwo4llMjQ+823iQ1NBkRSTx/tCXwcIJiyF9b5o0kgdIw58ipem3e89yLQkeBmqahWcg+Zc6UZWIkGgEDxD3lSKr1BoBRzWsWl0srk0NCe267Rq2E1HbjZo7qjxHmkvWqk9v14Gr+CM8oWqki2CNSwqROtRtUaKe5Cb/7ghUFIF68QDB1pVTqM6sCYiRxgBG6mnJKh7JYKR5QEYfDNVxJYXK0riBC5mI0jblMS9r8+iwPQSurBBX9OCEShCusOWWW0ZqtbNCgGqFNDpeKni7VA4BcEe5UIajSJMxbSLDu99WuFi5W6d5jzbRoBAcyhmV2ylgykQLKl9lcStJE/7whz9YkchQYDgclOMTEkQJgjRpJAWI60N5VK+sKRtQXmP0in8Ypyot9957rz2XTNhRhDCOaG5SpJ5jo3FmoqoMZlZCAuW9nNIoClDAiJBRJQ4wwybU2S6LEEDxoWRDWvFlSktQcqKjNPqLzuZLjkD7EKh7BUhZH8wSwwuFVYFJ/plnnmlo8IJtt912to5Y9ocffrh9KLXzV1iAmRQlLfRph0NxKyZ+OO0Y+da5ApQPofrbrrTeVumY3Azur7ITWS0S6lW4VAYBZQ609zxpRWfCiRVU2QUr05DEWajdQX5P0iPB5Je6H8T8l0LwYDOJThMUQ2oxpEmjKUDkS1ALKNeHKuWVFmXwsmro+c5LJIKyJ7V6VvL9rpjtjaYAFXPtzbgvcxoiEajDgtKNJ5i6QszVqNPo4ghUG4F6UYBy5gBpsTBjf6DOAnR3hx12mJx//vlWkRv6RmLZ4fOn4nKl84DIPdLB0ChQifPNJcTMEzuvIRS5dvH1jkAqAtS3oiYDtN3EolN7pFAWotQD+sqiEYD+mNh5mAPjApPaQQcdJDCD0RdVWqAA1YKOrZ4HnYgKNOlsJ+6/o0KthVyUtqxnezOIegRq7jKhg6WWSz4ht0uLQAvXoAprvt19uyOQFwEl4rHcMnKZTj75ZNt/6aWXNpZS6vK5OAKOQGEIpCpAJIAzuDKI82IhFEW66aabTCliUkihv7REvMJO27G9IGWAUlJj7uXWW281Dn0KjEEvSxFB6KuhhaR2EQMVNWhcHIH2IEDxr0bgu2/PtVf7N8pmZEnMae3YYostLNE5bVu51yWLG8bPB4EG/U8phKRwamhBj50UEqo32GCD5OqG/g7ufBD1vhkpBIW6UTBQNCopnO+uu+4ykou2zksdDcoCVJJ6ua32+LbGQAADkOaqWhkS3gWIFTQqpjEuzq/CEagQAqkKEIw2iCaCZ5pBB47igVcFDnqKIlVTUMg22mgjY1SiGF5SYPOCw5yq0HiMXBwBR6C+EMCgweQ2TVjP9moI7JKaA2Leqfj56RtRWJIeq/g+xSxT7wOWSw2Ds0J0sEZpaINobpCMGjVKntDCws0gGLA098eMWWnXSz9faQXo4IMPFg0DN1YxJqKrrLKKRSVgMIG5D6ZUCmDynJx11lnCehdHoJQIMB/z6JZSIurHajYEUhWgUNQz3mmjUPAdF2u1lZ9wkwh/oRArCtvHH38sFBgjHA86WT5Qp7o4Ao5AfSKgJANGWQv9/korrZS5CKhkteaXoCBUQ0455RQLvcOwQhgwoZHQNdM3KkGLHHHEESVpFmGYTKKViMY83VBpE0oVqsfjBWsGoRL57NmzhaKSeF3AHWpxqJHBnaLclRaMb6+//rrdf4omY4VPCh46QsiVOCW5yb87Ao6AI+AIVBmBVAWorTaFkLi29qn0NiZH8QlSpc/v53MEHIHSI0AILjl8m2yyiU1+qedFaCs1PpR8RZTdsfQnLeCIWP6ZdFPPhxo19D1UdCcvUZkpS+qZour2+++/b/mOKD94G6iZoqQcBbS0/nch5A1FA0/+gQceaDl5eFiUkMeUY/BBESIcutJCVAQeHpQwwjVRflGGqcWCAU5psCvdJD+fI+AIOAKOQIEIFK0A1VsiOEXqlMXOJkwFYuK7OQKOQA0ggNeZyS0KDx/C3pj4E/9+xhlnVLXIJAnwu+22m7WPQqgnnXSSFXGkSGGpBa8219yMglefsL8Qjj1s2DALBwQLZRoyhZBwwGooQOF+cH/wCKWJsnTJlClTrBBu2va21uHpI8Ihn5CTm+aByvc73+4IOAKOQDMj0KYCRKx7PLGOMATc/cQ0x2XXXXcVGJtqUbAawxSHJdnFEXAE6gsBFAqs/XzIsUEpqhXBG04uiEv5EIBZD8a71157zVjU1lhjDfO24QWCnASCgc8++6x8DejgkY877jgbe1DiihXGWa33UtDPYKl0cQQcAUfAESgcgdTZBAMLYRZJGT58eHKVfSdWvVYFBqU111yzXc3DsosVzsURcASqj0AtKT/VR6N5WgDtOXlAeDrwuuHRhwIY8gMMb1ovqWbB2Hfffdvl/eGCtLaLaF2XvNcG9TqeMRdHwBFwBByBwhHoRMGkwndvrj3xHhF/XohsvPHGqUpjIb/Ntw+x5eQWQPVdiwLjEfkPcdKMWmknITSEh9SihRSyESjnyReoRRk/frzlMcA+VmtCbSYmxLVIUc59xXDC5LcaQtjVVVddZfWr+vTpU40mFHVOvDsQG4BZWt4M3h7yf8i1gvzi6quvNsIJhi76ROou0Vc3q6AUEma38847lw0CIihgXYxHhJTtZEUemOcD40il6xEW0sxQlqNWx268p3hZa9G4xLwHprtctdAKwb9c+zD2QMFPvl8tCmP3jjvuWLXxkRB1LVguRIfVsrgC1MbdoRYSE618AusTE9lyCccmEboWO3iumSRgGPdqsRMliZqJUi0yAjJR5hmjdkwt5tbx7BOCVouKLfcVxZY8kFqTcF8xilRrwogicffdd9sEotbwSbYnnwIU9mcyGZRxSAeo8QYTaLWfT/JMYSJl0sH7zIRt6NChQh0nQvTKLRdffLGx45XrPDzPzz//vL1r1Xqe27q2mTNnWv9ZCazbakfaNibKpA7Qx9ei1PLYXcv3lXBs2lfLczL6oGop3vQT119/vbF11uJzn2kTHiCX2kZAix5GOoGv2UZqSEqktZhqsn2qnEZKI1yTbXvyySfxvkY6ka/J9qlnKtJCwzXZNs2tiNTyXZNte+mll+y+6uSiJttXa43673//a3ipB8iaxvugk4uCP6oYVeWS1MIZqefJ2s57nPyoEhrdeOONVWlbKU+qSp1dmypBpTxsyY61xx57RForq2THK+WBbr/99kiJW0p5yJIeSw1v0T/+8Y+SHrNUB1Nik+jwww8v1eFKehxlf4xUqS3pMUt5MNpGG13aRiA1ByijHdXoApZpPCKFCuFPtZynVOh1+H6OgCPgCDQ6Ai+88IJRnxd6neQCVZrk5r777jNyHZ18G0HHyiuvbOF7eKMmTZpk3iA8cNSGeuutt+S8884r9HJ8P0fAEXAEHIEKIFCXCpBaDGXzzTcvGJ5qDJAFN853dAQcAUfAEcggMHjwYLn88ssz38eOHSu/+93vLMeSkDfY9wg3u+2228wQRj2mSgvkCzAAXnfdda1OTU4FbHVbbbWVbLbZZkIhX+pF1WKYa6vG+wpHwBFwBJoEgbpUgBhUbrjhBqu4PmLECPn1r3/d5u2qVhxkm43yjY6AI+AIOAKtEKDW01FHHZVZT39PUu1pp52WWccC3hUUDYqRbrnlllnbyv2F/CNqQeWT7bff3upXUcQWL5GLI+AIOAKOQG0gUJcKENAx+Gh0nxx22GFy8sknCxXBXRwBR8ARcAQaBwHYzf71r3+J5tK0uigYolCCNM+i1bZyr0Cxueuuu/Iy/eGlIjl/0KBB5W6SH98RcAQcAUegCATqVgHiGg855JD/z95ZgLtRbW14Q3G3C4Uf9+LuXLQU14u7u7sX9+JuxfXi7u5WihS7ULTF3WH+9S7YYTInczI5mpN863nOSTI+bzJ776XbOz/mhKBKjUQEREAERKBxCFBlifLL5PgcdNBBLW5s0KBB7gVqsaKTFxD+tuyyy4a55547bLjhhmH66acvTQVAWWamBrjlllvcO8WEpt1dqa6TcejwIiACItDjCPRoBQjadIzvvvtu3c0S3+N+CbpgERABEagzAnh51lxzzXDiiSf6nBZLL720z+nFXEfk31x22WXhzjvv7PKrXmCBBXyOOEL19t13Xy/Jnr2Ieeed169vvfXWy67SZxEQAREQgW4m0OMVICq8YYVLC/OD0HFKREAEREAEejYBCg4w/89OO+1UdiN4h6z8flhuueXKlnfVB8LayD9iLhXmJWLiRgodMDkikxtXmtS1q65N5xEBERABEWidQI9XgLK3h0Vwk002CcxwXK+z9GavWZ9FQAREQAQqE2CC5dNPPz0cfPDBgZA3vD82/06YY445ShOjVt6za5aiiOERkoiACIiACPQcAg2nAPUc9MWvlEpHG2+8cfEdunhLYuBnmWWWLj5rsdNRipZ5o+pRqApFLkG9lse1CWR9kFmP7Kj6Nc0009TjpfmcYxtttFEYY4wx6vL6eupFUV6a4gOSriVAEQf6H8qT16P069ev22a8r8YDRb2eQyDpf2aYYYZqt9Et68mx47dXj9KnT59AG1+vwrVxjZLWCYzAPKmtb9Kz1soD1LO+L12tCIhAcxMYPHiwK9pffPFFq2FjP/74Y/jhhx+8+mea2KijjhrGHXfc9CK9FwEREAEREIFWCShRplU8WikCIiACItCdBAh7m2uuucKYY44Z8AIxT1D6b+utt+7Oy9O5RUAEREAEeiCBhguBoyACs24Tly0RAREQARHo2QQIvxo2bFg4/PDDw+STTx569epVdkNTTTVV2Wd9EAEREAEREIFqBBpOAZptttkCfxIREAEREIGeTYDKaoTIUe1ttdVW69k3o6sXAREQARGoGwIKgaubr0IXIgIiIAIikCZAIQkSoeXRT1PRexEQAREQgfYSkALUXoLaXwREQAREoFMIMP/P6quvHs4///xOOb4OKgIiIAIi0JwEGi4Erjm/Rt21CIiACDQmgcUWWyzsu+++YZ555vG/bMW3Oeec0+d+a8y7112JgAiIgAh0BgEpQJ1BVccUAREQARHoEAKnnnqqh8B98skn4fbbb29xzO+++04KUAsqWiACIiACItAaASlArdHROhEQAREQgW4l8Oabb3br+XVyERABERCBxiMgBajxvlPdkQiIgAg0HIGff/458If8+eef4ffffw+ff/55+Oijj0Lfvn0b7n51QyIgAiIgAp1HQEUQOo+tjiwCIiACItBOAk8++WSYYYYZwuijjx7GH398/5twwgl9MtRZZ51VBRLayVe7i4AIiEAzEpAHqBm/dd2zCIiACPQQAttuu2345ZdfwkEHHRRuuOGGMMccc7hCRD4Q+T+qENdDvkhdpgiIgAjUEQF5gOroy9CliIAIiIAI/EOAkLdXXnklHH300eGII44Iq6yyShhnnHHC4YcfHh599FH3BlUqjPDPEfROBERABERABFoSkALUkomWiIAIiIAI1AGBb7/9NiRJEhZeeGG/mllmmSU8/vjj/p5JUjfccMNwzTXX1MGV6hJEQAREQAR6EgGFwNXpt3XrrbeGnXbaKTzwwANhuumma/UqTzjhhHD//fe32OaAAw4I//73v1ssb8QFl1xySTjrrLPC8OHDw7zzzuvsllpqqaq3utpqq3l4TXbDO++8M4wwwgjZxQ33+euvvw5HHXVUuPfee8OXX37poUV77rlnWHHFFVu916effjoceuihLbZhzhZClZpJfvvtt7DSSiuFJZZYIhx44IFVb13Pa1VEpQ0mnnhi9/gMHjzY28GZZ545vPbaa+Grr75y789oo40WPv7449L2etMxBGgLaD+32GKLsOuuu7Z6UP2eQxg0aFA45JBDwksvvRSmnnpq91TSjlbrQ5qdHcaNyy+/PJx33nnh3XffDb179/aJj/fee+8w6qijtvq7a/a+Ow2HqQKuuOKK8Mwzz6QXV3yvvvsfLPIA/cOibt4xiN9yyy3D+++/HxhcVRMsoO+8804Ya6yxyv5GGqk59Nt77rknbLbZZqFPnz4eJkOj2q9fv3DHHXe0io4G95ZbbnEFKMuu1R0bZCVVtJZffvlw0UUXhSWXXNIVGjpsBvNXXXVVq3f58MMPB/6y3BiQNpPwfG633XauQP7000+Fbr3Zn9dCkFIbrb766oE8oOuuuy7MPvvsgYlQ99tvv3DfffeFM888Myy77LKprfW2Iwhss8024eWXXw544KpJs/+ef/zxx7DCCisE5qk6+OCDw0ILLeQhmrQL1aTZ2R1//PHed1PUBEPc3HPPHY455piw/vrrt4qu2fvuNJybbropoGx/88036cW579V3p9DYYFFSZwTM+p5MOumkiX1Nyeuvv97q1dkALDFLSXLKKae0ul2jrrRyuInNEJ9YB1S6RZZZ1agEjq2JJVQ7Y7Mgt7ZZw667+eab/f7Ne1a6R9iZlT0xZbK0rNKb9dZbL1l00UUrrWqaZc8//3wy55xzJmOOOWZixobEvD9V773Zn9dKgGyg7b/DL774otLqxLwR/iybEuTrzznnnMQUdd/HLMYJ+0s6jsDFF1+c/Otf//LftOVatXpg/Z6TxAbuiVUoTD799NMSq/3339/5mYe9tCz7ptnZcf+0nSuvvHIZGosg8Gfbcv/Klqc/NHvfDQvzgifmoXVWZhRKZpxxxjSi3Pfqu/9BIw9QShmsh7eEcb344oue9FvkeoYMGeIejPnmm6/I5g23zR9//BGwIp188smle8OLQaI0c4S0JnA2RdP/WtuuUddZ5+OexjXXXLN0i7BbfPHFwwcffFBaVukNoR6EGjazrLvuul6a2RShAMsi0uzPaxFG2W1eeOGFcPXVV4fTTjvNV+ENevXVV917S1W4oUOHZnfR5zYS+N///hd22WUXr6xXJIJAv+fg4W633XZbMKWxRB0vJR721qzyzc6OMFYiN3bfffcSN94QSowQAZMnzd53w4Vxvkly4gAAQABJREFUD6kShL6tvfbaeahaLFff/Q8SKUD/sOj2dzSIxL5eeOGFYaKJJip0PTQEyHvvvRc22mgjdyETvoA7vhmETnqZZZYJM800k98uHQ7xsAxKaVxbkxivfcYZZ3gIGPlSJ554YkCpagaB2wUXXOBhbPF+f/3113DjjTf67yguy74S8vHmm2+GUUYZxUORCFtYddVVw4MPPpjdtKE/E7vOHDXxt1fkZpv9eS3CKLvNWmutFd5++23/vcV1hLtSEQ6D0YABA+JivbaDAO3exhtv7IMp8iuKiH7PwcMyl156accFw8cee8x/k+RQTTnllLkYm50dCiN9b2QXQWHsGHHEEcNcc80VF7V4bfa+GyAbbLCBj/t4LSrqu8tJSQEq59Ftn8wd7BWNNt10U48nLnohNAQIA/fpp58+TDvttGHgwIHBQnPCsGHDih6mIbajcAGK42677Ra23nrrsP3227d6X7BjAPvQQw95I8ycIiig66yzTqv7NfJKCmeQAE3Z4TwhId1C5YKFygQaVDr6p556yhXRarlDecfsicsXXHDBmi9bz2sxZHghGADxx3NpYRulz3E5StCVV14ZKIwgaT8BnnkMZxZOXfhg+j3/g4o2kaIdeNDJhcSQ1JqIXUs6jzzyiBdF4PknOiNP1HeHMNtsswUqYdYi6rsztP6JhtO7riBA3KslS5f9cV5L6vW8lR9++MEvw1ybHttZLQfIXO8eg2zzZZQu3+bH8H3NE1Ra1ghvbDLEMm7mrSi7LSsEkVhBhMSqFiUWApcQ65on5LpYBZ7ErE1lm1jD6+ysKlrZ8p78gXvN/ubMUll2S2zDb9Cah+S4444rW5f98NZbbyX9+/dPrBpXaRXfzVRTTZWYAppY6EdpeU9/k/e8Zu+LGOwiOUDN9LxmGeV9rpQDRPy/ebT9b+SRR/YcoPg5vpqHNyHXorU8i7xzNuvyvN+zVYbyXFL6jig2iE+q5QA10++5Wv/DejPCJRaB4HmU5GTQVuaJ2JWTsYq33m9bJEZihrXylalP6rvL+27QbLXVVoVygJqp7079ZHLfMseCpAsJmJXNB5kMNOMfnY65fBMrBZlYOU3/s3h3X28VPhIL/6j5Cq10dmIzpte8Xz3vYKFWJWaws9CY3MuNnGtNkLZ8Az+HTbqYe+yetoLfT/ytxde04ociafOp+G+Q311bJSpQb7zxRlsPUXf7xd9R5MZrVnnkoosqQHk32IjPa969ZpdXUoDS21h8e5vawPQx9P4vApV+zxjdKBrzn//8p9T/0A9ZiGuyww47+DIUp1qkEX/PtfQ/FiLsba5VhasFm2/bjOwsj8V/bxQu+v7772tmxg7N2HdHUEUVoLh99rUR++7sPVb63Bx1km3UUi/St2/fFgnThGGZVSOQu5MVSsAytwqznlcScjHIgyH0LS2UlWQW9UYSwtM+++yz0i0R8medt+f7zDrrrIF7jkJOCuFccKN0blYoWWzWEI/RHm+88UqrJ5hggtL7RnlDWCB5UWmxynn+kd+IDXw8f+f6668Pa6yxRnqziu+t2lH46KOPWuQJpflX3LEHLqz0vFIooq3STM9rWxll97v22mvLFtlg3EO1WsuvKNtBH0oEKv2eeZ5pC/mjDUgLOVb8ERrHHC1Zaabfc6X+Bx7k8piX0kOSIh9TKH1ahrx+m+3E7i9aZ599dthxxx19/ENZ+169ekWMFV/Vd//Vd1eEU2VhM/XdVVD8tbqSVqRlXUuA8q9WAKHszxoFtyDZXDaJVTnKvSCLh09sIJCkw8EIBbNv192iuTs2yAqrWuT3uscee5TdEWFcMLjrrrvKlscP1vn4ekLe0nLsscf68rvvvju9uGHf2zxAyfjjj58QAlNUKPsKWzyXabGqcIkpQUmt1uL0MXrq+6IeoGZ/Xit9v3keILzfNh9IQnsWhZCsscce239/lGu3/L24Sq9tJMDzmu1/+Mz0CrSPvM8La9XvOUmsAmsyzTTTlLV7/GYp1W7z+eV+K2KXJFaEx59l+pSior67JamiHiD13eXsFAJXzqNuPuXlAO21115JerB/7rnnegNCqAKN7u23354svPDCiU1QmaAcNIPYxJ0+n8Bll12WmKUyMStSMskkkziH2HGbxyKx4gaJWZNLSGwCxcSSCBPmvWAuICulnVgSa2KTgpa2aeQ3l156qf92rJxzwtwq2b8Y6mVWYWdnpbEdx7vvvushX3T8VvnNB0g26Z8fC/bNKHkKkJ7X6r+GSgqQVdjz3xPKTsyDtIlQfRlzfhEubMnmiXlsFR5XHXGbtqiUA5RtC9T/JAnzqGEQ2nnnnRPaRoxu/DaZGyidJ6m2oPxnaEWavB+xSI4WfQ99kXkkfQf13eXcKn3KU4Cyz6v67nJ6UoDKedTNpzwFyCp/JLPMMkvZdVo9eFd4aIT5I/fHqn2UbdPIH5gokYIH8f6xvKHsDB8+vHTbDKJYf+ihh5aWWThdQn5B3I+YdxKs2xqDXDpwD3mDohfvvdIrSb3IYYcd5tulJ6bD+8NkqXE/BqIMSptV8hQgPa/VfxFZBYicFAaP5PilJ0eF5dRTT11KkLaS9wkToVIIQdLxBCopQJXagmbvfyDPROTRM0mbSNuY9ZCrLSj/jVpoZan/iP1I+hUjCKK+u5xbpU95ClCl51V99z8ER+Ct/egkPZwAk66Zdu95MI2Yx1Lk66FcLpOnWThCTeUhTeEJH374oedRMbeNpDgBcgPII4K5pDgBPa//sKI0qxltgik7gbbrmWeeCZQYv//++0tzhPB8TjHFFMGUnbIS7UwAyNxfVv3xnwPqXZcT0O85+MSnFoURyCm1CITC34HYFUbVYkP13S2QFF6gvjsEFUEo/HOp7w0phEDiZTOLWeACxRBqFQsX1FwitUL7e/vW5mpo4yGbYjc9r/lfs+WcBApNLLTQQqWN4iS7TN6bFhQmBp2S7iWg37MNpqwPrmVS5PiNiV0kUfur+u7amcU91HeHoIlQ469BryIgAiIgAt1OAE8PgQmWP1G6Fjw8FhYXFl100dIy3lj4XLCQ4LJl+iACIiACIiAC1QhIAapGSOtFQAREQAS6jIBVx/JSuDY3iE8PQMl1qwgX+vXrFywvpXQdjz/+eHjuuec8fK60UG9EQAREQAREoAABKUAFIGkTERABERCBriFgZdmDlaMPlljuYb3M90WYkJVw9QsgV8gmKg5rrrmmr7cKhF1zYTqLCIiACIhAwxCQAtQwX6VuRAREQAQag4CVDA4DBw50747NBeRFDmKo29tvvx2supGHvt1yyy1hnHHGaYyb1l2IgAiIgAh0GQFVgesy1DqRCIiACIhAlkC2Clx2ffYzM8Hz16zVLrM89FkEREAERKB2AqoCVzsz7SECIiACItBJBHbcccdw1VVX1XR0mxw1kDMkEQEREAEREIEiBKQAFaGkbURABERABLqEwC677BKWXXbZms7V7FMA1ARLG4uACIiACGgeIP0GREAEREAEup/AY489FhZZZBGfS6Ut86l0/x3oCkRABERABHoKAeUA9ZRvStcpAiIgAg1IgKpuffv2DeQC/f7772GyySbz4gdzzDFHmHPOOf39zDPP7JXgGvD2dUsiIAIiIALdQEAKUDdA1ylFQAREQATKCfzyyy8++SmTm/I3aNAgf/3ss8/CKKOM4lXf0koR7yeeeOLyg+iTCIiACIiACBQgIAWoACRtIgIiIAIi0D0Ehg0bVlKGomI0ZMiQ8Ntvv4XevXuXSmVvttlm3XOBOqsIiIAIiECPI6AiCD3uK9MFi4AIiEDzEEDJ4a9fv35+0z/++GO47rrrfDLUd955J/zxxx9h+eWXbx4gulMREAEREIF2E5AHqN0IdQAREAEREIHOJoD359hjjw1MftqrV6+wxhprBCZJXWaZZZQf1NnwdXwREAERaDAC8gA12Beq2xEBERCBRiRw9913+/xAl156aVh77bXDaKON1oi3qXsSAREQARHoAgIjdsE5dAoREAEREAERaBeBHXbYIUw66aRh6NChUn7aRVI7i4AIiIAISAHSb0AEREAERKDuCYw55phhwIAB4aWXXqr7a9UFioAIiIAI1DcB5QDV9/ejqxMBERABERABERABERABEehAAvIAdSBMHUoEREAEREAEREAEREAERKC+CUgBqu/vR1cnAiIgAiIgAiIgAiIgAiLQgQSkAHUgTB1KBERABERABERABERABESgvglIAarv70dXJwIiIAIiIAIiIAIiIAIi0IEEpAB1IEwdSgREQAREQAREQAREQAREoL4JSAGq7+9HVycCIiACIiACIiACIiACItCBBKQAdSBMHUoEREAEREAEREAEREAERKC+CUgBqu/vR1cnAiIgAiIgAiIgAiIgAiLQgQSkAHUgTB2qfgjMMMMMYaqppsr9+/HHH/1iF1hggXD44YeXLvzTTz8NTz75ZOkzb5544onw2WeflS1ry4dLL73Ur+eXX35py+6F99lvv/3CEkssUXh7bSgCIiACItBxBHbbbbfcvod+6brrrvOTHXbYYYE+KMoff/wRbrvttvjRXyv1SWUbFPzwxRdf+DXdcMMNBfdo22aPPvqon+e1115r2wG0lwh0EYGRuug8Oo0IdCmBDz74IMwyyyxhxRVXrHjekUce2ZdPNNFEYayxxiptM9tsswU6r4UXXtiXPfTQQ2HppZcOb7zxRvjXv/5V2q4tb7777rvw/vvvhyRJ2rJ74X2+/PLL8MknnxTeXhuKgAiIgAh0HAGUDRSXPffcs+JBp5tuOl8+9thjB/qgKLvuumt47LHHwsorrxwXhWyfVFpR45s///zT+58ffvihxj1r2/znn3/28/z222+17aitRaCLCUgB6mLgOl3XEZh//vnDkUce2eoJ77jjjrL13377bYvPna2wlJ1QH0RABERABHo8gdFGG61q/7PHHnsE/qJ88803YYQRRogf/TXbJ5Wt1AcREIE2E1AIXJvRacdGILD33nuHa665Jvz6669h6623DlitbrzxxrDzzjt76NsZZ5zht3nggQeGSy65pHTLr7zySth+++3DkksuGTbeeONw5513ltbFN/fee2/YbrvtwvLLLx9OPvnkgAWuNTnnnHMC58nKLbfcEnbYYYdAeATy7rvveqeJd2uZZZbx6xgyZEh2t9JnQu8OOuig0mfe4I3ifgnvi/L999+H/v37hxVWWCGsssoq4YQTTnAecT2vTz31VNhkk03C4osvHtZff/1w8cUXp1frvQiIgAiIQEEC9D30Qchpp53m7StRArTNL730Uos+KR62SP/zzjvvBELsll122bDLLrtUjQp47rnn/HycPy0ff/yxL3/hhRd8MSHcJ554Ylh33XW9H9hoo41KIX3p/eL7ov0P21955ZXeryy11FJ+zdlrwau27777elTGSiut5P3l119/HU+lVxGoiYAUoJpwaeNGI0CDy6AeqxshbryOOeaYHpaABW/cccf1W55gggkC4QrI7bffHuabb77wwAMPeEM86qijesjCcccd5+v5d9NNN4V+/fr5sVEWrrjiinDEEUeU1ld6M8YYY4Sjjz46vPnmm2WryVEipK1Xr17h2WefDbPPPrsfd6GFFgrkOqGwzTvvvLl5SoRUXHvttWXHJEzhggsuCG+99ZYvJ2xurrnmckVtmmmmCfPMM0846aSTwr///e/w+++/+zZ0gCh85EMRogGfbbbZJuyzzz5lx9YHERABERCB6gTIN6UPQuhr6EtGGmkk74tGGWWUFn0S2xXpf1AUaKtRqoiE+Oqrr0Lfvn3ZPVemn376cPnll4fLLrusbBuW0X+xHiMc/c4pp5wSevfu7f0fuT7rrLNOGDhwYNl+8UOR/odtt912Wzcmcq0YDelv5phjjvDiiy/6oTg3yhx96yKLLOLrUK7oi6NxMJ5TryJQiICF90hEoOEIWEeSWGx1YopBiz8b9Jfud7LJJkss56f0mf2OOuqo0uebb76ZhJ3ElBJfZopDYkmsieUIlbbhjSk3Cfu+9957iRVYSExZSsyKl5jXp7TfzDPP7Mf66aefyvaNHyw22/c75JBD4qLEOhffh+tAdtxxRz8/54hi3iff5qqrrvJFnNcUo7jaryP9mRXWQfo+1mn5djvttFNiCpZff9zRvEq+jXWivujggw9Oxh9//MQ6m7hJwrVuueWWpc96IwIiIALNTsC8It6eVup/zj777BIey/lJ6IOisJ8ZouJHf033SUX6H3Zab731kimmmCKx8LnSscxQ5e25KQ2lZdk37NenT5+yxbPOOmvCdSEW1eD93IMPPuif+WfRE94vrLnmmr7snnvu8fOYB8s/Z/sjFmb7n4cfftj3GTBggO/DPzO8JXPPPXdiBkRfNnjwYN/mrrvuKm1jObqJKXZJuk8vrdQbEahCQB6gQmqiNuqJBEguxZOR/Rt99NHbfDsvv/xyGDp0aFhjjTU8FI1wNP4WXXTRQGgARROsoS6FmMV4buvEwhZbbNHqefEAEVaAtS0K1riJJ564VMyBkDzOxz1g9SLMgYIPCCFsbZVbb701LLbYYh6mF+8JCySFJO6++24/LMm4WOfWXntt9zoRm06IBZ4kiQiIgAiIwD8E8Nhn+x4+m8Lzz0Y1vivS/3BIPEumzJSiFlhGyHY12XzzzcPrr7/u3he2xfvy6quvhs0228x3xQNjBjz3LrEATxN9Hn1te/ofKt9RmAivVex/CH8jxJuqchRuIDKBfm/33XcPZ511lm9HtVNTuNw75ReofyJQAwEVQagBljbtWQQI3zr33HM79KJROBDCviqFfrHejA6+zeSTT+6v8Z95juLb3Fc6IBQKOjBCDQg/IMeIsAiEzodQO0qZUpkOQTFB4nn9Qw3/yHtCiUKxm3baaVvsGXOXCHOgczr++OP9/HRYxGofe+yxwSx1LfbTAhEQARFoVgIYtM4777wOvf0i/Q+KCG15tv8xj1AYccTWbd4oOGxHv4OyhgGOfotKqFEIuT799NPDoEGD3CBGGDYh1EX6t3iM7Cv3RT/EOSsJ/Q79HMoOebUWCeGbmbfKFSJypiQiUCsBKUC1EtP2TU1gvPHG8/snebVSTDV5McQ8IyRnTjrppP6ef3HuodKCCm+IbZ5pppk8LhyPEopJtL6xOV4kiiIw1w/WMuK7hw0b5tax1hSgbElSOqwoKDLkPVH4IBZ9iOt4TXeaJKBS2hUFzUIRvAgC3q+PPvooWHhceje9FwEREAER6EACRfofvCRsh7c+LeR9RmNWenn6PW39pptuGi688EI3tFlYted5xkgGDG9rrbWWe5corEDbT4QC/VBr0lr/w35cL38U8yHyICvjjDOOLyJKgQIQ5K7S/1x99dV+ffS7GAolIlALgdbNAbUcSduKQAMQoKFPdxJx8B+XWTy0KwQoIQz449/bb78dqIZDA05BAuT+++8vIxIVo7KFFT7gBaKjoXEnwTN6eAh5w/rGesvH8Qo8NPzPP/+8HyUvEZTiDSg86fWEUqSFwgqEIXC8eE9YMElMjSF5JNRybrxRFHawXKlw5plnulcKa6BEBERABESg7QTob9LtNEdK90lF+h/2oQ+iSE9aivY/GNwwqh1zzDFh+PDhZQa466+/3hUeFCPCwFF+CE8jGiEWy0mfk/dF+x8MhhQkiv0Pr0RDMC8f/S8FgCgsZHm2XvyHSq30sczjx34SEaiVgBSgWolp+4YmgKWJmGZKWCOx8hvKCLk9hAdstdVW4b///a8rITTGjzzyiFvNmPxuzjnnDFSMo3E+9NBDvWIP3pH9998/ULGmiFBmmo6HEtMoHFGIKccCRhgAlXfwKDGPEUoKkjfBHTONk69DuVVCDVDemHsihtWxL7k8bENpazpKFDpCDdg2hj9QJW6gVfqhUh2eKZQorhHvUXo2c44nEQEREAERqI0A/Q19Cu0u+TVIuk8q0v+wzwEHHOBeeitS41U76Xtoz4sIk7QSPo6Bixwbcm+i8Jnruu666zznlT5gtdVW85zXvAiHIv0PIWyE7NFH0ceggF100UXeb6L0EaVARTgMjIS/oQxRnpuIBUL+CMWWiEDNBKoUSdBqEeiRBKicYyWaq157tgoc1dzMBe/VZj7//HOv6EYVGnuwEmtk/XhUYLNETK+Gw3IrX5pYYYCEqmlRqGDD+a3z8n2nnnpqrxTH9nlV4OK+vNocB35889ykFycWepZY55SYpdD/ZpxxxoSqOBY7nZhFzrfNVt2x8IPEOj+vSsT5zWqXUDnOLGyJdTal41up7MRC9vx6qQhnylZiil9pPW9sYtnEvEW+Dceisp11RmXb6IMIiIAINDMBqqZZSFdVBNkqcM8884xXL6VtjdXiKvVJ1fofTmx5PIkpM95Wm2c/sXnmvA9orQpcvGD6Ba7B5r6Li/yVSqVmJPN+jT7IvC/er5kBLbHQO686l60CV7T/odIqfZt5vPzcXLuFW3s1uHgRVKGzPKVS3wtjm2MvrtarCNREYAS2th+6RARE4G8CTIpKsYE4BxCL8Y5QyY2/KIQqYK2bcsop3UIVl6dfiX3GUtWeBNH08eJ75uJBmLuoqHBPMV+otX2Yc4j7xJOVJxyHWO3WtsnbV8tFQAREQATyCRBNQNsac28q9UlF+h/OQEEEclEr5dbkX0Hra7geIhvo12KYeOt7/FXAp0j/g0eH+2+tz6QvI0rCDIvVTqv1IpBLQApQLhqtEAEREAEREAEREAEREAERaDQCygFqtG9U9yMCIiACIiACIiACIiACIpBLQApQLhqtEAEREAEREAEREAEREAERaDQCUoAa7RvV/YiACIiACIiACIiACIiACOQSkAKUi0YrREAEREAEREAEREAEREAEGo2AFKBG+0Z1PyIgAiIgAiIgAiIgAiIgArkEpADlotEKERABERABERABERABERCBRiMgBajRvlHdjwiIgAiIgAiIgAiIgAiIQC4BKUC5aLRCBERABERABERABERABESg0QhIAWq0b1T3IwIiIAIiIAIiIAIiIAIikEtAClAuGq0QAREQAREQAREQAREQARFoNAJSgBrtG9X9iIAIiIAIiIAIiIAIiIAI5BKQApSLRitEQAREQAREQAREQAREQAQajYAUoEb7RnU/IiACIiACIiACIiACIiACuQSkAOWi0QoREAEREAEREAEREAEREIFGIyAFqNG+Ud2PCIiACIiACIiACIiACIhALgEpQLlotEIEREAEREAEREAEREAERKDRCEgBarRvVPcjAiIgAiIgAiIgAiIgAiKQS0AKUC4arRABERABERABERABERABEWg0AlKAGu0b1f2IgAiIgAiIgAiIgAiIgAjkEpAClItGK0RABERABERABERABERABBqNgBSgRvtGdT8iIAIiIAIiIAIiIAIiIAK5BKQA5aLRChEQAREQAREQAREQAREQgUYjIAWo0b5R3Y8IiIAIiIAIiIAIiIAIiEAuASlAuWi0QgREQAREQAREQAREQAREoNEISAFqtG9U9yMCIiACIiACIiACIiACIpBLQApQLhqtEAEREAEREAEREAEREAERaDQCUoAa7RvV/YiACIiACIiACIiACIiACOQSkAKUi0YrREAEREAEREAEREAEREAEGo2AFKBG+0Z1PyIgAiIgAiIgAiIgAiIgArkEpADlotEKERABERABERABERABERCBRiMgBajRvlHdjwiIgAiIgAiIgAiIgAiIQC4BKUC5aLRCBERABERABERABERABESg0QhIAWq0b1T3IwIiIAIiIAIiIAIiIAIikEtAClAuGq0QAREQAREQAREQAREQARFoNAJSgBrtG9X9iIAIiIAIiIAIiIAIiIAI5BKQApSLRitEQAREQAREQAREQAREQAQajYAUoEb7RnU/IiACIiACIiACIiACIiACuQSkAOWi0QoREAEREAEREAEREAEREIFGIyAFqNG+Ud2PCIiACIiACIiACIiACIhALgEpQLlotEIEREAEREAEREAEREAERKDRCEgBarRvVPcjAiIgAiIgAiIgAiIgAiKQS0AKUC4arRABERABERABERABERABEWg0AlKAGu0b1f2IgAiIgAiIgAiIgAiIgAjkEpAClItGK0RABERABERABERABERABBqNgBSgRvtGdT8iIAIiIAIiIAIiIAIiIAK5BKQA5aLRChEQAREQAREQAREQAREQgUYjIAWo0b5R3Y8IiIAIiIAIiIAIiIAIiEAuASlAuWi0QgREQAREQAREQAREQAREoNEISAFqtG9U9yMCIiACIiACIiACIiACIpBLQApQLhqtEAEREAEREAEREAEREAERaDQCUoAa7RvV/YiACIiACIiACIiACIiACOQSkAKUi0YrREAEREAEREAEREAEREAEGo2AFKBG+0Z1PyIgAiIgAiIgAiIgAiIgArkEpADlotEKERABERABERABERABERCBRiMgBajRvlHdjwiIgAiIgAiIgAiIgAiIQC4BKUC5aLRCBERABERABERABERABESg0QhIAWq0b1T3IwIiIAIiIAIiIAIiIAIikEtAClAuGq0QAREQAREQAREQAREQARFoNAJSgBrtG9X9iIAIiIAIiIAIiIAIiIAI5BIorAB99dVX4dNPP/UDffHFF+Goo44K++yzT3j55ZdzD64VIiACIiACItBeAn/88Ud4++23S4e57LLLwo477hiuv/760jK9EQEREAEREIGiBEZITKptfOedd4Y11lgjnHHGGWGrrbYKyy23XLj33nvDWGONFUYcccTw1FNPhT59+lQ7jNaLgAiIgAiIQE0Evv766zDffPOFaaedNtxzzz3h/PPPD9tss433P99//304+eSTw2677VbTMbWxCIiACIhAcxMo5AHaddddQ9++fcOKK64YXn31VVd+jjnmmDB8+PAw99xzhwEDBjQ3Rd29CIiACIhApxA44YQTwi+//BIOOOAAPz4KzyKLLBI+++yzwLrDDjusU86rg4qACIiACDQugaoK0A8//OChB3Qyk002Wbj99tvDCCOMEDbbbLMwxhhjuGdo0KBBjUtIdyYCIiACItBtBF566aWw0UYbhSWXXDK8++674fXXXw/rrbdeGG200cIGG2wQ8BC999573XZ9OrEIiIAIiEDPI1BVAfr5558DUXK9evXyuyMcbo455gi9e/f2zx999FGYcsope96d64pFQAREQATqnsBPP/3kodZc6F133eXXu/zyy/sr/c+oo44aJplkEv+sfyIgAiIgAiJQhEBVBWjCCScM00wzTTjppJPC1VdfHR599FH3+nBw4rGvuOIKzwkqcjJtIwIiIAIiIAK1EJh//vm92MHdd98dTj/99DDrrLOGGWaYwb0+/fv3D4svvngYffTRazmkthUBERABEWhyAoWKIGB1W2uttcKPP/4Y5pprrvDII4+4V2jcccf13KDLL788TDzxxE2OUrcvAiIgAiLQ0QSoPrrsssuGwYMHu6KD4W2xxRYLeIGGDBkSLrjgAl/f0efV8URABERABBqXQCEFiNv/7rvvwtChQ936Rg4QgjcI65tEBERABERABDqLAGWwyf0hGmHMMcf00zz77LMejk0InEQEREAEREAEaiFQUQH68MMPw9lnn134OLPPPrsnpRbeQRuKgAiIgAiIQA4BqrtR3KCoMC+dRAREQAREQASKEqioAD3//PNhmWWWKXqMsPrqq4eBAwcW3l4bioAIiIAIiEAeAYxqH3zwQd7qFstrUZZa7KwFIiACIiACTUegogLUdBR0wyIgAiIgAiIgAiIgAiIgAk1BoGoVuKagoJsUAREQAREQAREQAREQARFoCgIj1XKXzAnEH/Lnn3+G33//PXz++eeBuRj69u1by6G0rQiIgAiIgAgUJkAhhO+//94rkDI3HZ+ZqPuJJ54I66+/fuHjaEMREAEREAERKBQC9+STT4ZNNtkkvP322xWJrb322uHaa6+tuE4LRUAEREAERKCtBFBy1llnnXDHHXfkHgKFSCICIiACIiACRQkU8gBtu+224ZdffgkHHXRQuOGGG7z0KBPR3X777V4e+/zzzy96Pm0nAiIgAiIgAoUJDBgwINx3331h8803D7/99lt45plnwlZbbRUo1oPh7YEHHih8LG0oAiIgAiIgAhCo6gEi5G2MMcYIl156adhoo43CfvvtF7766qtw7rnn+sSoSy21VNh1113DBhtsIKIiIAIiIAIi0KEEVlttNQ97u+WWW1zpWW655Tz0mvnoDj/88PDCCy+Em266qUPPqYOJgAiIgAg0NoGqRRC+/fZb73wWXnhhJzHLLLOExx9/3N+jGG244YbhmmuuaWxKujsREAEREIFuIUCJ60UWWcTP3adPHzfADRkyxD9vvfXW4bbbbgs//fRTt1ybTioCIiACItAzCVRVgCaeeOIwzjjjhMGDB/sdzjzzzOG1117zTogFo402Wvj444975t3rqkVABERABOqaAOHWsf/B6DbllFOWjHCjjDKKG+iGDRtW1/egixMBERABEagvAoVygJjolDwg4q9XXnnlMO6443ooHMUPzjzzzLDiiivW113pakRABERABBqCAP0Pf/Q79DeLLbZYOOWUUwKK0WWXXRammWYa/2uIm9VNiIAIiIAIdAmBqjlAXAU5P+T/TDHFFOGcc87x/J/tt9/eLW+9e/cO99xzT2DmbokIiIAIiIAIdDQBcn0uvPDCMHTo0PDGG2+EJZZYIgwfPjzgATruuOPCbrvt1tGn1PFEQAREQAQamEAhBSje/6+//uodDp9ff/11L4u9/PLLh5FHHjluolcREAEREAER6HAC6f7niy++CI888kggNxUjnEQEREAEREAEaiFQSAEiwbS1eRZGGmmkkmJUy8m1rQiIgAiIgAi0RgDFh0m3WxNygyQiIAIiIAIiUJRA1SIIHGjSSScNY445Zu4f4XESERABERABEehoAjvuuGNu3xP7pY4+p44nAiIgAiLQ2AQKFUE48cQTfSLUiOLPP/8MH374oU9Oh2eICVIlItDRBJjo8Mknn/Tf2njjjRdmnHFGL7hB5cH2yHfffeeT+L7zzjvh+++/D1NNNVX497//HSjxXoswETDW6az06tUrjD322J6YPfXUU2dXd8pnJof86KOPwkorrVTVG/vyyy8H7n2ZZZbxCo+dckF/H/SJJ57wXI1VV101wEUiArUSYI65ueaaq2y3L7/80ivD8Qyed955Zev0oecQ+N///hcGDRrU4oKZ44l2foIJJvCJ19vb5rc4QYUF9AtMuDvttNOGOeecs8IW/yyiIBTl1//v//4vLLDAAv+s6IR35GA/9NBD3v/NOuusnXCGzjnkq6++Gt58880w33zzef5455xFRxWBdhAwBabNYpOkJvbwJyeffHKbj6EdRSBLwAboyfzzz5/Yz7rF34QTTphcdNFF2V0Kff7jjz+Sgw8+OBlrrLFaHJdzLbvssonlFhQ6FhtZ51zxOOnrtmTt5PPPPy98zLZu+J///Mev5dNPP616iF122cW3hXNnS79+/fxcP/74Y2efSsdvQgJHHHFEYnMENeGdN8Ytn3baaVXbUFN+Eqv21+k3/Morr/i17LDDDlXPZQq4b7vmmmtW3ba9G5gR0M+1zz77tPdQXbr/vvvu69d9+eWXd+l5dTIRKEqgkAcoT78addRRvTwpM3SrCk8eJS2vhcCDDz4YVllllfDDDz+ETTbZJKy77rphttlm86Ibd911V7j66qvDVltt5SEx66yzTuFD47VkRnmsdpNNNlnAq2lKVjBlKNx7773h1ltvDXfffbd7mO6//34/fpGDU4XqjjvuKNuUfAU8pJdeeml4+OGHw6KLLupzZ404YqGI07JjFf0wzzzz+GSQXI9EBJqFwHrrrRfMqBHMyBAmmmiiZrnthrtP2nS+y7QwAe4LL7wQzjjjjLDxxhv7qs4Mt6cvwINOfyMRARFofALtUoDAQziNWdYbn5TusNMJ0OGh9Ji3IFx77bWBeaaiMPmheRMCM78zKzwd4vjjjx/69u0bN2n11byUrvwsvvji4eabb/Z94w6E1pFnsM0224Tzzz8/mFXPFaIiygRKDaFklYR7IQSOsr3PPvtsWHDBBStt1iHL9t9//w45jg4iAj2JAP0Poj6oJ31rLa91+umnr9iOrrXWWh5mRvt8xRVX+HQcLffumCWEQmMgk4iACDQHgUIKkIUZBAt3KyPCINVcxh4ze/zxx5et0wcRaAsBYvnxnKDcpJWf9LHI0/nvf//rig9Ww/feey8QL96akKdz5JFHerl2zoHiVEnOOussL+3OvFbmtg9bbLFFpc0KL6M8PBZLno9HH320hQL01ltvhQceeMAVJBSlJZdc0uPdsyf45JNPwvXXX+95OxNPPHEgDhxLJdUXo+BpggUes3S8PBUcOQclg2eaaSb3rsV94ivWc3IpsHzOO++8cbG/kltEyXtyeLLcHn/88fDSSy85M2L1USTxsqXPX3awvz+YezrgzXvqqac8B2vmmWf2eV3YXyICWQI33nhjeO6558oWk4Px2WefhauuuspzDCaZZJKy9frQOAQwJO28887hsccea3FTeNtpu2iHfvnlF88VI4Jg9NFHL9u2SJuDAQ7jGO1R1lhFLguefrZZeumlK857SP4QeZi0+el8R/offqcY8ZZaaqmy6+rqNjTeI8oe/U1WyLnlXmFIm16EW/YY7flcrU8kF4q5wOhnyAtOC2PS6667zvON+I6iVDsm29FHkmvFfVuIfaDMPudIewNr+a7Isb3zzjsDfTcG2xVXXDEQKcWYgPdpKXJ96e31vgMJFImVswc3sVm4y/7If7CZuBOzPCfWCBU5jLYRgVYJWKKzxwzbgLvV7VhpFkPf1hqlqtvedNNNvq0pB1W3JV7ZHq/EPEtVt+UZID69NVlhhRX8eNk4aAvBS8zDlJjylkw++eSJdZiJeZOSAw44ILFwvdIhLTwvsVBTPwb5T+zD9VliaWLKYmm7SjlA5nlKrJPw7f/1r38lpjAlNpmx3xvHiDlArcWYx3whG2CUzmWdaGIKqh+X67fQI3/PMU2JSWwQUNo2mwNkg4HE5g7z7blnU+j8Pfd1+umnl/bTGxGIBPgNZvsfftc8N+Rg2GAjbqrXHkYg5gAde+yxuVf+9NNPextBm58WvndykGl3xhlnnIT2kfd9+vRJrLBCadOibU5eDhA5QRzXBq+ltm7LLbf0ZekcoGxbFy8g5gutvvrqcVFSSxuabZ+L3k/pZKk3jNWsqm9iBoOK4zYY01dwjvach1PWmgNUpE8888wznbuFRabu6q+3se8+5ZRTSuuKHJONV1555YRxrnka/fh83+QEI7V8V2y/3Xbb+THob2HJsSxcP7HiGokp1mxSkqLXV9pBbzqUABq+RAS6nQANMwNiGg2z7la9HhoUGhbz2lTdtn///r4tr9Xktdde820ZmFeTPAWIBvPFF19MLKTOj2WVgpJvvvmmdDizBPlyqzxXUha+/fbbZP311/flAwcOLG07zTTTeKdrFXV8mVUqciWJe6eDiZJVgDgeAwGu0fKqSvtuuOGGfg72b6sCdOihh/oxdt1118Ss8H5suMVrQImLkh0UXHLJJb7v3nvvnXCNCPdGp4wyaVa4uKteRUAEGpxAngJEf2Ae7cS8f4nlbHqbwWAxCkYijEAYjSiQEI1G5r33Ng9DjHmEfPOibU4lBchCov3c5tVJLC/Vj2eenlIBnLYqQLW0oVkFqOj9RFbZ16iYmBe+bJVV7PR73X333X15R50na/wrO+nfH4r2ifQP9BMLLbRQi8Mst9xyrqTGPqnoMTkQChDjDwwrfOdXXnllYlEVfo5avqtzzjnHGVoUS2IVZn1/81x6/0afi8IepZbri/votWMJVFSAaEwsdKbwH5YCiQi0h8DHH3/sDcd0001X6DDHHHOMb28l2KtuHxWRIpWEqBRn4RPumammiKFc0Ki19mfhaq4MpS/SQtF8HwvrSS/2BpNzowzEZ5AOnkpysYNnB6ovHn300YmFZJT2j8pHrAJ3wQUX+DkGDBhQ2ibuy/HbowCh+OAhiwOCeALuh+Na3H5clGQVIJQjtrGQg9I2vLECFAlWvWHDhpUt14fmJMBvvJY+qDkp9fy7jgpQa20oA1PajXSkiYWUeTvCwDUrVPrkeAxGkaJtTiUFCC8j3pJsFctTTz3Vz9FWBaiWNjSrABW9nyyX+HnIkCF+7Sh1adl+++19eTSMtfc8UdEqogAV7RO5XiuW4ddpoWOly2f8wO8k/X3Uckx+R/xmKkUh1PJdYTjFk0T7lZZrrrnGj59WgGq5vvSx9L7jCPyTRGDffhTi/k3Djh+rvpKvQdK6RATaSoCKggjV34oIuS2IhT34qynhXjzBP6T+ESdcy7FJpia/wEJuynJsUocse2uNbql6EdcwePDgYB2Mx3tTBW6xxRYriwc375Dn/Fj4qMcDxyTueFAq05GvYw26J/9SQY78HuKIqXpn4WPBPDuhWtGDOLcGccxpgQXLbHCQXlzTewsxKNueHCLumThqhFjsPKFghClvnlNErpeFCHpMvVnvAn8SEYAA+WDvv/9+YRjWJRbeVhvWHwHmeSK3ke+RXAzaEnJ69thjj2AD6UDuY1rIH0TI9ci2oXE+N/LGtt12Wy+u0JY2hzyQmJOazSki19IGxulLqul9d7ahNvAOCy+8cCC3jv6WyYTpu2yQ7jmgs88+u99LV7XVtfaJm2++uVeDpSiGeWf8Ws1j44VQWIfUekzfyf5lc79YXvS74rdiBshgIXClMUc8rilm7RoHxOPotYMJVNKlsMJijY1/1J8n1t8GTsnZZ5+dWEK2r2P+BawjNmCrdBgtE4GaCOD9sJ93QphXNYkhcOTIIKZs+L7sn/7Dinzcccf5sr322qvaYZMYAmeKR9Vt80LgogWSnKbsvZhxoez60teafm/Jnn7+4cOHJ5Y4W7YPYXG45WOIBxtmPUB4jThe1hLFtniPWBctfVkLI9tEqZQDhJeMMD1Loi3F3XM8K5LgxyXHJ0rWA8RyvFPkdMT7JcfJijokNqiJu+m1yQkQfhP7H7wExNJbcnpiBUUSrKkXX3xxQh4GeRnMBSTpmQSiByibA0R+z1RTTeUhbumQ4HiXlkheaj9iO5J9pX2KUqTNyXqACB3mmPvtt188TOkVjzztVtrjUKmtY4dKOUC1tKGV2uci91O62ApvYmifKRG+llBD7pVnLi3tOU9RD1CtfSLsyGUlBz2KTVyb9O7duxQ+X+sxowcohs/F4/Ja9LuyCoLO0AoupXcvvScUPnqAar2+0kH0pkMJVPQAUVGHspNRsD5b/kQ45JBD4iJ/NZepV0xhDhXKC0tEoD0EsDhRhpSKaXgG8sRCIUpVoeLM2BaqEKwRa7FLukw1x60m0bIYj1tt+0rrDz/88MAM51ioLOfGLW1cBxIrpFlnGSwPptLuvixWn8HyiTWUyjxUlaF6GpVwDjvssGAdo89dVOkg0TOGhS96wOJ21qDHt2Wv1rKUfeaDxTG3WLbTTjsFM4T4jOl4pfBaMXM68ytZeF2L7bMLbODqXKiaxNxL3BeVnJiPic82cMnuos9NRoDKX1EoYU8FLaowpX/Lm222WTDFKFx44YXBQmHj5nptAAKWMO59geX5+PQEeMwZh0SJ7ShtLOOVSmKFEUqL29LmpNvQ0oH+fkNbaUpQdrF/zrajZgRrsV13t6HRg2XhaWGDDTYIFh7uz5bloZZda1u4lR2gwIf4XRbtE+lLN910U6/saoqEV/wj4sEMnKWojVqPGS+z0tQXRb8r5pFCTOGNhyt7tTxgj+pgYVuvr+yA+tB+AtXUKRK68f5QUaqSkGMQtdpK67VMBIoSiFYoc8GXxXsT+03OCdXckOjBwCNZVLAQ2dOSWKhm2S5WFjuxSXwTK1fpljqsSMQS27w9ZdtV+pDnAWJbkjWxUnHOdPIuseQ8T1ZuutIh3QvCufHukERpSltCzHZaLOQswZrEsWPFtawH6KijjvL1lark2eDS10UPEAUbOJaVmk2fxt9TqIF1sQocHik+W5hJi7h4kj1Zl66gl7WKErdtyk6L82ABZl/ytSQikCbAbyjPqkolRH43JMxLeh6BPA9QvBPaTr7fbCEZvDIsN+Nr3LT0SttLZICFUPqyom1O1gNEv0NUQro9iycxA5efP+0Boj/imix0Lm7mr+Q7sjxWgau1Dc16gIreT9lFVPhAP4AHlWcHbxaVPdPS3vMU9QDV0ifG63v77be9HyWqg0rE8I2Fgtim1mNGD1C6WBHHqeW7InKK6zBDLruWCdfLujhWrvX6yg6mDx1G4C+ztH0zeTL22GN7nkVejg+aN3XzJSLQXgLWQYQDDzzQ82jwnGAxQYgJx+vD+nnmmce9H8xJgxeiqJjy5NYXvJbpye7sSXLrFxZH5miwRsw9M1ge2yPkHjHnEILn9N133/X3xJKT6/L888/7vBK+8O9/1oAHUzgCVjdTknx+HTyrzCuRFiyTFh7iMcXRkpRez3uOg2Tn6CK3iDmF0mJlrP0juUdp7xD5TFwnAick3gdW13RcPOvj90EOVZ7g9WIOIzw+aeF7RcYYY4z0Yr0XgcAcWczvEX+DaSTM/4KlH++jpPEIWEUyz1dhfh1ygaIwLxltJLk96TaL9VjsTWlxDzmf29rmkN9JDiae6hdeeIFDlcQUt9L7+Ca2ozEXMi63ED5/G3+/9dKGki9DW02eFPlWMX8mXndbucX9i77W0ifGY1qxJO/jyGOibTDFIsTcL7ZpyzHjsdOvtXxX9Ink+tx///0ezRCPw+8zm7PbUdcXz6HXNhKwh7KqYJUlZp/4UHIkqLhBDCPLqVJFBSeJCHQUgVhHH6ufKQMJdf2x+NlAyK0o9lP3fDSsKLUIFqJYuY2SmVSQw4OJ9wSvDMfF+4PXpYi05gGK+1t4gR83bUXEo2OKi/9RmpvSreQpUQEv632K+T9YF4mFJ/+BEptca9r6mPUAcf5YxYeqbHhdyKsgf8hc9b5/9ACxLWVFI1eq5ZnS5tXoKCfLcrxECJXf4twGpqwmlE69+uqr3bppyovf0xxzzOHb8i/rAcIaSpvBd8v1Wfibe/S4d6yQtCsSEUgT4Png+dx6663990H/Qz9ExSaeQXkN07R61vtqHiDuBs8Mngp+A+m22Qbs3jaRr0kbdMMNNyTRu20KUglE0TYn6wHiAHiRiArgd8YcNIx1mBfIBrAtqo5RVpq2kkpgeCzJU6PdZn8zJPt7jllrG5r1ABW9H87VmpDHxNw0XDOlxvF4paW954keIDNu+b3DIvtH+4/U0ifGa6Q/5Nr5Izc9K7UcM88DVOt3RaQU3ze/V36L9JEWIl6aPypdvruW68vemz53DAGsalWFcsBmVSn92OKPjoeaWuYSEehIAmYxSU466aRS4xx/b3Q6NCp77rmnD5YZRFMOtRZh0E8BBeYbisfllXLVhI3NPffc3tFSahP3d2tSRAGiLDXbcQ4UkChM9mreHVcG4nVwP9mEX8LdmB8IxShux3PHhG3p8vOVFCA6ODohSrmyL8dAIYshhGkFiDAIrieeg4kFLc8osfwKXxZD4Lh+BiFxItp4XDoQs5b5fAooODE0L6sAsT+DFRKc47kY2BBSpyII0JFUIkB4LL/7+JuJr4RtZgdulfbXsvokUEQB4spjYRkKYcTCLvQTFMVIF1ShLcHgQ0hzWoq0OZUUII5BSLJVm/NBLb87s/QnFKnBkJQ2QrEt9xN/p1wL/QnhT4RDxxA4tqulDc0qQOxf5H7YrppYvqo/U5UKPbBve84TFaD4rFZ6TSsuRfvEeE+EiMMaYyJhj5Wk6DHzFCCOWct3xfYffPCBl+rGYIuxkN8IRT24/zi5KtshRa/vr631v6MJjMAB7YspJJT4I+SNcn+USjRLb6iUNFboYNpIBAoQICTNGpRAyJt1IqUkaBtse2gD5XIJg6hVKKM9dOhQLwNKgjXJ1AiJrWa582NSRpXzdqaYF8sLHHAeCjmYklLxdBQj4Hp53kz58PCPihvmLDRrk4cAWoeRs8Vfiwk3JEyOsNa8a2FLOFGm2CYz9ZLFeaF4eSdjf85Dm8L9pBOW8/bR8uYmwDNLWKZ5f/y3bHl0wYwLzQ1Fd+8EaItou8zDnduWtLfNISSb9oqCDK0J5zFPgPcpMSyu0vY9pQ1tL7dK997asqJ9YmvHyK5r7zGLfleU3yb8PStWXc5LuVN8wpTK7GqfOoJCR9XGAS121IJ2EahJAWrXmbSzCHQCAeJrWxuot/WUnXXctl6P9hMBERABERABEahfAhgxMTLiKEg7ByzcO9jk7T6nUHvmj6rfO++ZV1ZRAcLSzORPq6yyik80RgKXuZ1z75BJzChLKBEBERABERCB9hKglDxlZZkIkwkaY3n6vONSKlsiAiIgAt1JwObNC5ab6EU4KIhAZIPlUgULf/fpIpjmoVoURndef7Odu+I8QNQxp+obrl5mWqbSRqVa9hEW7kUpQJGGXkVABERABNpDgEqNhA+hABGKmleFNJ5DClAkoVcREIHuImBl2z0ihQqwzGuHUKGS+fLOOussKT/d9cXknLeiByhnWy0WAREQAREQAREQAREQARHIIUB5cXKXrRqc5y7nbKbF3UygsAJEgiFfKjPT20Rf4ZxzzvF5WpijhGIIEhEQAREQARHoDALk5FH4hIIZCDPXExbH3F1WAbEzTqljioAIiIAINDCBQgqQ1WoPa6yxRrB5gMJWW23lEzni3iNG20reekfUp0+fBsakWxMBERABEegOAlRWYmJiJiu2OYHC+eefH2zuH+9/qI5I+Ntuu+3WHZemc4qACIiACPRQAoUUIEoNzzTTTOHcc8/1UpOzzTabV7Qg4WvFFVf0XCE6pWYVq/EebL6WZr193bcIiECdEbC5UbyUeZ1dVpsuxyYTDJdeeql7fZZcckmf8Z1yscy4jlHO5u/yfqlNB2+AnSix+7///a8B7kS3IAIi0AgEbJ7FYHNguYOkru+n2sRCTDbFhF7PP/+8b8qM9XyOE41ZtTif6bbacRp5vXXGPsmVfdF6FQP9BvQb6PbfAJPRxgkje3rba0a2JE7UaAN9Z8uEkwgT7tLuMglvs4pFZxT+vTEJtBU3Kry9+rR/+nQmtVxggQV8QlN+kzYXYsKE0WL0DyOxEIv4G7AosbpvkitWgbMbKAnlr+0uSnOtEA5Hzk/v3r19G+uAAhNJ1ov8+uuv4cEHHww2s31YZJFFfMLWzr42zvnf//7XvWGdfS4dXwREQARaI0DVtMUXXzz8/vvvpYmDW9u+3tcxASqh1shdd93lr8svv7y/0v+MOuqoYZJJJvHPzfiP/oe5RY499tiqt//22297Hm8jTDzMuMSMsVXvuaM3YEz01ltv+WSnw4cP98l4V155ZVX46mjQOl6PJTDhhBOGX375pe6vv6oCxI0wu/JJJ53kA/xHH300HHzwwX5jxGNfccUV4dBDD+3yG2Vm3qOPPjrcfPPNYdJJJw0HHXSQx4gTnkejhNA47rPPPoU6hvbcAOdh0qvRRhutPYfRviIgAg1KgLKozGfDFAOURN1hhx0CYWoIxhPzaIRhw4aFzTbbLDDvWnsEhaCRZP755w/XX399+Pe//+1zbMw666wedo2Rq3///q7sjT766I10yzXdC/0PISdF+h/6x0aQb7/9NgwcODDwW0ARoijGE088EZZddll/tsw747eJosL4hHXmvfHiTRNMMEG7EMCZ3yR/FIci/BCFstGeu3ZB0s4i0AMI/GVWq3Kh1C+nk15//fXdo8LcDDRA/fr18wZo9dVXr3KEjl+9++67h0MOOcStLlQDYtJWCjTgmbr66kmSGTgAAEAASURBVKvDM888E7beeutgIXt+7R1/BTqiCIiACFQn8NhjjwXmh8CIxPw2jz/+uA/k2XPIkCEhtmVXXnlluPzyyz3fJX1Uqm9SdIYczFtvvTUw71ozyZ577umDS7w+KD1UIEW222678Oqrr4Z99923mXA03b2iYPCdDxgwwKM7UHhQOFZYYQUvNbz22mu7BxCDLHMXUpkWwUi68cYb+xgFBWiMMcbo8PkKyUWbd955Kyo/5AYzNqFqrkQERKD+CBQqgsBlMxHq0KFDvTGJbme8QYRadLUQEoH1FAvQBhts4AMClDAGCQwuCH2LQplUqtUxcKhVmMmXDraavPnmm+GAAw7wZNxq22q9CIhAcxE4++yzywZftEV4pl9//fWw9957+0AN5QhBAaKgzMMPP+yfX3zxRfcYMafE1FNPHQj5YiBH28cAsJI8++yzbu2mQtqYY45ZaZMet4wy2PAiGiHeE/dJOHajWt6JrmAS8mpy3333BTw7KNqNJpb75caDqaaayvv8wYMHu+cFgyyRHy+//LJHgtD/x3D8TTbZJPDbwFCAcoTSzJgFoy2hkpRTjyH8ncmLcEO+ExSg8cYbL0w33XRexp2JMWNIZ2eeX8cWge4iQBvN5NUrrbRSd11CofNWDYGLRxl77LF93h+8QbiAt9xyy9BdYQc0gnSI0fPEgABFiEYvrfxw7Sgx0WIY76Xo67bbbutKX7Xt2Q5rk0QEREAEsgS23377skV4gWaZZRZfxmAs5rOwgGqbsaIXobzLLbec/+HRxtpM/sFhhx3m0xJgXZ5rrrnKjt2oH3r16uXefkLhsKwTJkjYFxMNNqrwfTPIrybkABX1Mrz//vthookmciW62nG7ez0enzPPPDPccsstpfzaDz/80A0Cq622mntXUICJ+EAIIb3gggu8L0bJwCA688wzl/KE8Bqh+HSVAsScVfwRJsdvFoXohRde8HB5nv+ll166uxHr/CLQ3ATMnVxVzHKSWCddqnayzDLLJFSHo9LQjjvumJhHpuoxOnID80T5tdhAonRYa2QSs5glpoiUlvHGQuP82ssWdvAH+wUllhfVwUfV4URABBqNgHl4EsurTGxA5Le24IILJjaoL92meZMTMzD5Zyv/nFiOQ2LFDErr45tVV101sQlA48eyV1OWvH2kjW4UsQT/xDw9pT7IcqkSKnHBz8IIG+U223QfNjl5YmFYhfa1MLHEPCKFtu3OjfjN85yYAtTiMqhAyzNy++23l62jQuAUU0yRWKioL7ew04Sqd2mZc845E/PAphd16XvzSiUWVZLwjEpEoFEJmFMiSY/P6/U+C+UAUWGG8IOrrrqqVAABr8vpp58eLr74Yo9r70o1kqpzuNbWW289nwCPake4mPECxfA8vEHMUUS4CZPmSURABESgOwlg0Sb0jSqVTOqJEMr7ww8/lC6LsDUb0PrnJ5980r3ceD+ystZaawXWN4NQeZQQYwrdPPDAA6VbpgACYU2xKE9phd7kEoj9Y+4GdbICLw1eLVP0W1wRXhwKENDHR8Gzsuiii3o+WOzvs8/WHXfc4fP1dVfkCtfKufH+cP2VhN86hZ1eeumlpp7bqhIbLROBjiZQVQEitAsXMwm4KBzk0yA0pFQy2nzzzbtcAeL8hEJQ3cWsQB4KwbK0MHEesdHHH3+8h4uk1+m9CIiACHQlAQbvhOKSNxkrVHH+ySefPBCWFIX35PoghHjllRIl7KmRw78cwN//KA5BPwPDyIZVDCJhSvI7hSIk1QnMM888gfCwepeY15U2DqSvmeWE4iOPPPKIF2TCwGARKaXNzBvkRRLiAgwLTBrLM8hvCqUp7/hxn65+paod90XI60UXXeTjLpQicpGbrfhJV7PX+ZqPQFUF6PPPPw8UHSAJsZKwnETErhYaib322iu3SAHJxVw7rxIREAER6C4CFCyguMHdd98dbDJFLyiDpwfBa00JXxSfr7/+2nMe8O4g5Ahcd911LQZpGKUuueSSpskhoABE3lxzLP/mm2/KlEiHp38VCVACuicozigv5O9geM0Knh+Kg/Tt2zdYOJx7ichNJiqEYk38kSNMAaRPP/3Uo0AsBCc89NBDXhyEnLz/+7//cw8SCjQGXgoo1IPwe6a6Ll6sLbbYIiy00EI+nxdFUTD2SkRABDqOQNUiCFhNmAuIDvzII48sOzONyoUXXhjmnnvusuVd+YH5dypJXodZaVstEwEREIHOIkC7SQXNGPbGeQjZJTna8im9CAJhMSxbcsklw0477eSXgoedinCE8p5xxhnuOeI4lH1+5ZVXWpTL7qzr7+7j9unTx+ebY9qDrND/4C3IM9Blt9fnnkPg5JNPDkwwisLGM8HzgTdk55139nLWeLMIjUQBZm6ttFAAgTmB+H1QFpuqVIxl8PxQCY4/5pX6+OOPA1Vc8ajWm1AEgz/LW/JLQ6mrJEx8TJgsnj0MLKowV4mSlolASwJVFSB2Yd4fKg9hpST0DbcxHTOWTSYao5GRiIAIiIAItCRA9afW5NRTT/VSvhiUYogx21N5k3yhzWxyVKpdERJHviMDIpZTEroZhLAmck2p8LnGGmv4LTPApToY5ZBRFGEjaSwCVEckHwaFh1B2hByaXXbZpWSMZTJ0/vIE4wGRIExATPW7tDCWwRPEXyXBS4tygTcKg2p3e84q5QJy3UTooMSRH8c1UjkQZYg/7i3PSFzpnrVMBJqJQKFeg1r8NAbE2MaYdEqw4hkiTpXkQ4kIiIAIiEDbCMS5bbJ7M/i6//77vXQv5bEZ3MQS2tltG/Uzc9yg6KAIUUQCWXfddd3SzeTXRx11VKPeeoffF+Fj5FHhKegJQlgbSswbb7zhhlfC4vKelbz7wSOSVX7ytk0vxyCB4jRo0CAvrY0ygacRfniT6qWgBHMx8odhGo8W4XwYq/muaT9iSG363vReBETA8myLQKABwcrCjOWEXhB3S0OAVRIrpUQEREAERKDzCODtaRaPTyWKDIQJaSLflDlVCIciYZwBnqQ4AfLMeloyPYoGik9XC2Mb5hHE60oeGhOqUg2XyU3JQWZdkXmauuq6UQxnmGEG/+OchMzlhc2RD0UuIRX1CAckN6xeFLqu4qXziEAhBYjYaxJyl7T4dBILJSIgAiIgAiLQFQRuvPFGz6HabbfdvPJbXgnhrriW7DmozoW1nQlpKw2GCX98+umnw4YbbpjdtVs+Ew6lkKja0BNemTZAEA2DlwWlISsoS+T2ER3T3bk4hMzlhc1x7fw2bQ4tD6EjdA6vFsrQdNNNl1t0JHu/+iwCPZlAVQWIiip4f4i9RQGSiIAIiEBPJcDcOYTyPv/88x42wlxmzBCfltNOOy0MHjzY8xzTy3vKe6z8FA5oFCHHlAEnClC9CKHg66+/fkA5QxjskpsS+8p4neRlbLvttnWjAJH431ZL/2uvveaDZgbJ8803X+7gmnsnfIywxWuvvdYrsc0444zOwSZsjWh67Ct5ejPNNFPF68dTdMMNN7TIxUE5jmW7K+7YxQuJ3uEPYS6t4cOHl/5+/vnnigoQy1GoujsXqotR6XQNTKBqGWwe9umnn95DD2jUJCIgAiJQjwSYOJGCLYSB4KnG8p4WBq3MZYa1nqRqLLkMTqMQLnLCCSf4Mejss0KM/UknnRSWW245ryC15557dmv5ZeYKoYACHvp0FSvCwyhO0yjC9/Xhhx/6xJj1ck/8TihrztxEFGRgnqKzzz7bK/rV29wyaWZtUX7wcKE4EXK48cYbezEKFBrm06kkhFbxnG2yySZe1INnke9vwQUX9HmbKu3TKMvwFFFme4UVVnCPCuwo5HDmmWd6IQ/mIao3wQBEm7nYYot5vhDXXkmYVB6DEQVJKMlN+8qEtRjJJSLQEwlU9QDRYG633XY+2zbVhyh5TdxoWrAk1IuLP31dei8CItA8BKhUiVJD8i+DU+YJGTZsWBhjjDEcwlVXXeUlc1EYKJ1M9SQMPISsUG521113dc8P7R2lddPCfCIM5FiO5Z/9brvttnDBBRf4PCMMEDtLyLmkAAKVqNI5Lyg9DLiYNyQb1kQoTqMI9wdrvFoke5N/mrVCH3fccV16uzfddJPP4XTEEUf4eclPYsC/yiqreElmKtTlhR8VvVAGl8x3U01Q7DtrIliUOUq1M2EvhQhQfKiqdvDBB7uyxyCYIhVpwYOKUshziNIUhbmrttxyS1egovchrmukV9qbbC4O7Qd/lXKmaYcIR6MwBcUa6rWi4WqrreZeIu4DRY7Kc3jUMRxx7fz+JSLQkwhUVYC4GRo03Ld0xPxlZdVVV21IBYhOjk6oiMTqeEW21TYiIAIdTwBP9X/+8x9PkKdNwipPwvzss88emEhw66239omRKatLFUsmSSYhnAR7EpupMIaSceKJJ3rlp/QVohSRZEyHH0PmUKQ4FhXJGMDUWp0qffz4Hi972kpPVadjjjnGFTTuKa0AYbFtBiGkKE5U+cgjj1S85a5WgFCss/xRgukzKN9MxTom2WyPUGGVCT6rCSFMhD0WEQbbKP9F81POO++8gDcUBTT+vhmk4+0i3AujA5P1poUpMni20soP6zfddFOfOoP7OuWUU9K7NPR7FGFC4CrliHHjGFVoj/geefbJHyIfhz8UC5TPot9XZ4LEyEL7k26D8PZhQMozuKAE8zvhN8N98dpTJuPtTJY6dn0QKKQAYX1sRrn++usDcc9FRG7gIpS0jQh0HgFyMBCs0gwcSZaPg7D9998/bGbz6ZCjQf4P6xlwxOqWDLJRnioJFm/CWFCiovLDdgxWUJauuOIKDwnJTsZY6Vh5yzj2448/7oMJril6OJjLg8F99GLl7d/Iy5kQk796Ejxv5P8wqE8LXkJChJh8E2WaAV9bBe9S9DC1dgxycoqWtX7iiSfci5MexLZ2bKqFMfdSVH7S23KPGACygtGBSUorCcsbKTyz0j3WuoyIGowzKJrRU8QreYiU4cariEcpK1ljSXZ9V3xGMUOxyRNKh+OVJ8eIsVQMDx133HG94ALhdvXq8cq7Jy1vHAKFFKDGud3a7uTyyy8vtAMDofZ0dIVOoo1EQAQKESBPh4EbAzQ8s3TSWFijl4BEbEJ0KKlMfgkhVmyfpwANHTrUS8aybVbwjJMQXdRTjKcIgxKVlviLwgCTHAlCjKLyE9c1s/ITGdTb6zbbbOMKNYNTpoegSmqUDTbYwK36TNCKV7KeBIs9f0WFQXae94HllfKC8XSgBFUSlud5Qipt30zLaEtQmvmLwndViT/5joQUokhE7wqeFZSRevKwxAlZ4/2g5HHt/OF9r3RveIxQkrmP+EfIsUQEOpqAFKCOJqrjiYAIdCsBKk+RE4Gig6WeyTIZqBFGdc0113jIGhdIHgLWczxBefNlsF0csNEpkwOZFvZD+aGjzwrKF+FGUUgEJ4mYbeMx4zqqakl6DgGUa8IT8dCQk5RWgLgLEuEJGaJQRj0Jnh+KZBQVwvwIdzv22GNbVDHjWcqGAXJccuQoMoJHNG0YpGgCoXT33Xdf0dM3/XaVFASgoOgQeksuDh5q2jYMOoQ4Ivwes22Vr+jmfyh5eIX4yxMMyrTJ7733nod20nbzLJGnyX0TalrJI5l3PC0XgTwCUoDyyGi5CIhAjyGAwkNYG5Z5SvbjRVnSyvY/99xzHqbDYICSxAzaUIywzBPiSvw9kzszYM0TFBaORRgdlZDSHhq8Slg1V1555dLud911l1fIYjkDx7g9sfyEcuUNakoH0Ju6J8Agbd9993UFhxyISkLCP78LwivrRWqdUJQqiVQwW2uttQL5QAxcCWMi94dKYITUZeXAAw90JYdwN8JSURAJS+U4hMzxLEnaT6CSIoECRNgcykJWaCMHDhzo7SPr+UMZju9RTupBaCf5QzAwkd/GPfFHe13Jg8kz+NJLL7lHLN4P4cpqa+vhG63fa5ACVL/fja5MBESgIAGUDAZkdPJ77bWXF2thHpLDDz/cj4ClnipGhLnxSgU1Otapp57aY9CxprYmJHZTgWyhhRbySlaEpRFGR7gGeUB0ulEYmBAahZIVlZ+4Th1yJNEYr+QvtJZ/g4exNeW63ikQYoXHhueD0CyMAXgdCE0iL65Srg/WeUJKKRXOgJt8FkI7qZioarGd+41j/MnzrtAWUa2Q7w+FgRLdgwYN8lA0rmqWWWbx8t3ZK0QJod1C6e9qoYAEXh/+WhO8RNFrhJIUrzkqeIQXZ73urR1P65qDwAj2w9HkPu38rmkYKAsaB1vtPJx2FwERaAMBQkAIOUIpoXNn4IlyEjtuYuYpdU3nyMCOsBGUmquvvrpiCFu8BLanyAnW1aOOOircc889HpKxxBJL+GBj7bXXrpikHPfv6lcqLy2wwAKefKxQka6m3/XnQ8kitA1vZ2cJwwTmnSIMlPMRhpQO7+ys8+q4nU8AYxAKER4g2sWsXHbZZe59waOCQsE28Y8Qx1pCKrPH7ozPURnCY4SRiz+UO363aSFE+f777/dwOu4hKkuUKo99Rnp7vS9OgH6HUHQqrNazVPQA8QOqpayzZgeu569Y1yYCzUGAnB68MiTY0gBnQzqo2EVFK6zTdPhUiKuWe0OlL3IXaOMoR33GGWc0B8xuvkv6n1psc9nvupsvv25Pj2GAQWuthTUYEGJF5y8rDCLvuOMOV7gpFEJ+VKX5brL7VfqMoYGwUp47BrDM/YTRAq+tpHMIkF+TVQ7SZ1p99dXda4QigXeFP4xMvOJxooJdVmiDaWNRmvjryueT32pU0LLXlf6MV4vrJ4eK4jTcD20Oy1GG+C3XYx5V+h70vn0EKipAWHoI9SgqWEDR9iQiIAIi0NUECHujUhsdLXNntBYuwTbMp5MW5rCgzaM6G5M9M29QFCZ5JJRt2mmnVbnWCKULXgmZYrBeVGpRlooesxG3YzJTWJGX017huSOkjbmPSLonLO7II4/0PxQinqVahAE2HllyjHbaaSf3ymJ8YHxBhAV/kq4ngDKbp9BWysfhCpkkFU80vxEEJYtj0P6iXFA8g2XdKYQEUrY+CvdCGB2KG7/FvNBWckd5hrgPFC1e43t5RSPNnvFaUQGa2uLi05ZOOiLieRk4MMkbPwwmgrvyyiu93GWluQB6xu3rKkVABOqRAB0MZej5o9oWbRJJ5Vgjo6C4EHZ66qmnesfFckK/aLuYA6iSEMZG55aOBydHgTwHwojooNNSaf6N9Hq97xwC5GzFudUYmPAZxXaLLbbwwTsldJm89tJLLw1MSCspRqAjQ3v69+8fmJj2hRdeCBgKEDx3m9l8W4wVhgwZ4hb2YlcWAsUTeKZffPFFH1iy33rrred5KRyPghKyyBel2TXb5eU0LrzwwoE/2luUivgXQ4krKU6MM5kLjZLX/NEW8xoVsDwlrKPuNHp+UGZaExR7xr/0I8xvxGuMmCJPDoU9K9wvz15HPn/Zc+hz7QQK5QAtssgirvhkOxq+VKrKMCih7GWzCj9q5QA167ev++5oAig/zKVCxTUGvHgDyO8hh4e8njiL/MYbbxzuvvtuN87E5F7mAKL4AZZjqr2lBYMN8wER/kMuD2FtjSiNlgNE5Twmm2VwlLWwUpmPHK6i8zA14vddSw4QYWUMJLPFOWrlgmWfUDrKum+yySZlu6OcYkzAMEE4XFowNhAtEkvHU5QkeqPwIHG8SoUSyLcjKiXO5ZU+pt43BgEmTKUiJ0oS73nlj2qaCJOmksuTFvoK5paiXYiKU3t/2+njF32PokcIHUoUUQhZueWWWzzCIIbmRY8Rrxh2qild2ePV++cenQOUhsuXyqCBai5Z4ctmQEIHJBEBERCBjiBw4YUXekU32p1oWea4KDzLLLNM6Nu3r3cYV111lYeuxUpUVD+i0hSVuU477TTPHYjr2J+wCwZRDM4aVfnhPhtNUHLJ3coqP9wnoVKUGicEMg6kG+3+O/J+UDI6QpjTCqv+kn+XtMYSfuedd3r+HXk7PHevvvpq2akYBKIQMeAjzJTtDzjgAH9Wyc8j9Chv4liWf/LJJ2XH04fGIoACUyn1AmWbsMhKHiAUD6Y3QFGKklaGMNCn+5C4TUe/kkvEX55goIveIjxGjKvxeMW8ox133LGFUYJ745lAaVIxmzyy7VteMQQufUh+dDRYWG0OOuig9Cp/TxnFWucWaHEQLRABEWg6AoQR4K1hMMXglblGCK/F2LLDDju06LjID2CSRdbPNNNMPviic0gLFm6O9ZAVOsha1dIzrKf30fv6JkD443XXXeeD5WwICXN/ECpTaSLa+r6rnnl1PF9Um8NCj/AMM7kppecpBU9o6WuvveZztVCUJAq5R5TS3m+//TxaIoZOYexgriGeZ/Yl/K1SoQWWZ3P34rH12tgE8Ohk2/J4x3jzmfuNaCSUJH6X0XvE50pGE/bFo4wCj9KFcpF+Zbwb5yGK52nvK9fJpNyVBAWvktfq9ddfDw8++KDvglEPBvzFvCOK+FTar9I5tKwygaoKEA3VmmuuWZrrgmRHvgQGLVhbKZGIJUciAiIgAlkCNO5MlshAabrppvOwNAaxeG+22morDxdg8EN42j777ONhbljGaNwrCctRmhgsYWkmLO7QQw8teXRYzgz0TNRIpybp+QTiJJwMlKk4xeAEKyrVx/juyRNpxIEAE60SRlZNyD/IG+hV27foekrBYwAdMGCA5zEQesTYgBA2cvTOOeccz9Hj2cZYirLDMx2fQzyy5OfxfaWFvD7yiMgx5rslp69fv35lg0XC4vAmkXwuEYFKBPgtYqyv5CWqtD2/MeZDikoTr4xpeaU4QzZ0k2OQ0/bee++5whSVJhSbqDy1tQ3K2w8vKp5SvETRa8QrRgiug4iHbKEGwk9RnDAKRUWpu4tNVOJfL8uqKkBcKDM4A5Fwg7TwY6MCzHLLLZde3Onv0fCJ+ywqKGxtCY+g0adGvkQERKA6ARpmBkBxUlCsVyREE7pC6A3x/yQxk+xM3gChS3vssYfvgwXv6KOP9sEscd5YkemMmHOHfIFFF13ULcMsx5ODIsT+5AZlw9nuuuuuip1D9TvQFvVIgJDHG264wX8zTEibFgrwkCPUiLLLLrt4dbVq94YCWDS0jfywqc2jlh04VTsHytjFF1/shgtKUvO8kveLUsTzTv/6/PPP+/NKJbi9997bFSD24TviOWXQiRCudNZZZ3noEkUPGEDi4aH0NdUYSTInDwhjBrl8eHMvuugir8RY7Tq1XgSKECB/jb9aBCMDv3tC2RiD0j/F/CSOs/nmm7d4DllPdVEUJZQm/giVy3qy864D5aiWa40KEKFzcezKufHakkPJeTEk7bbbbi1OiUMD42Ilhwb3igLI9WOwLHr9LU5SbwvMklNY7ItPbECSWGOUWEOamOWp8L4duaF9kUzeWvjPqnK06fTmwi98DrNktekc2kkEejoBG5wm5o0pPSs8NzbASayhT2zwk5jVym/R5o5IVlxxRV/OaxQbBCWWw5HYICkxY0piRVcSs2AlPOdnn312YiE2ic0r4Z/NEJNYLkFi8dGJlaZOLCwmMQtZPJS3TzagSsxqXFrWbG9sEOnfhXXSDXXr1rknTz/9dGKDav+e+U1IksSSrhMr+FEIBf23WY8LbRs3Mst4YkaGxEpbx0X+ynNLP2yDIV/Pe/PyJuedd56vN+NHYnl7/t4S2BMbdCXm3fVtTGFKLGwusRygxIo4+P6mBCUc07y6iRVWSmyy1cQGa4mF2ZedVx9EoF4I8Hul/2FsbMpRi8vi2Tn33HMT85wmNim3/1mhHu/XrIJlYvMPtdiHBaZwJKbAVFxXdCHtpXlnE85jIcKJKTiJGRMSnj1TdEqHsSgNf+ZMUUrM45RYtEZpbM86M354nx3H3BbK531y6QAV3nAs+u16l0IeILtxF2aBpr47k1oxgSBaZbWJBOO+HflKVTosQtttt53PSI21qTXp3bt3a6tz1918882u7edu8PcKEvewVklEoNEJ4F4nZMUaNi8qgMWWGOxo8cVCRlgsSZ1MJEfoSxRCl7Dk4zkmpjkKVn1CXFiPN5nS11iLKblPmBxCnoENfP1cq6yyii+7/fbbPS+Aoga0Q0xoRxUhvEpZb7XvoH89mgAeRH5/WFQJscIiiXc/5pP06JvroosnkqPWkBjKjePloQpXWuDOsYiU4FnES5sOO8UaTSgOQglrwt/wQPGcM08Qlmm2werM8QldxcOLdzhbWS59Xr0XgXohQPQBv/H4O89eF2Fq9I8IRQ3wpMQ/fvu0X1khbNyUJvc24QHimeJZiWF39Hd5xULSx4qFGciPpO+MkVpMEUHuJKktiClxPsk3lRZpX+l/Ec6Ht4tndqDl3fL8E45HSCpeYPpk+uieLP+MQlq5C1zWNE6EliBUYsLtTrIiVeBMs+3SmX65BtyNDMIYIFFJJj2hFes7QggV4K+INIxLsMjNapuGJoASQ3IyeTqErzEJKKFsDFpoCGl8+b3z7KPIEIpGEnQUYpdxpzO7dsxPIOGUKlCEs1GemoY2Cm0JHQmKEeXkeb3mmmv8XCSr4pIngZSGmZyDKBRfQeHBUEGIDZ0QAy1ygySNRYDyxwyg43wbu+++u4dfMeM8eWCEZUiqEzCvSs3hK7QH2TBTzkQbQHUrxgW8Tys/5FPQXmCoROinzTPkYTiELJITiEGV550BH6GuhL4+/PDDPr7wnfRPBBqIQFRIqoXeofSgNNFnRmUpvqKAEIpXSQGiWiZ5TVFR4pU/wlNj3j4pKxg0aEujEHqOUREDxjHHHOPGS0LoCEulb8WguNJKK/nm9M20xTyztLt8pmgEf4ThVmon4nl4pS0hFI9nH0cK7REGkUpCn85fWgiN7cixdiEFaNddd/UBCwMiLDQkNaORogli+V3SSmGmBybpC+7M98wRQgluKstYaERnnkrHFoGmIIA1l6Rzc5V7UjKFC2gIUVJowClNHas0MR8PjePgwYNLbBigYqFnMIOHmO2xLBGPjMGCSm4Mdj766CNv3GmgoxWMxp1GFe8RjRxGDv5aEyzQTDxXafK51vbTup5DIJZLJqGeTppCPEj//v0D5ZMZRJN4L6lOoC2DBya0xPuGcsKznBaMoVHRwVCCtZkBDh5YDCG0JQjPKd8fVmdyAFFgWUZ5cwwjRGkwUKPtYDxBYQUMGtkqj+lz670INCqBqLzUcn/kxWKwjPlJ5OSiOPEZoW9n4uipzagfi6bw7DGGxtBIDh+KDdvxPL724kvhj8++DEtPO3P49pFnw+9ffh3GXnieMPIkE3oeEbl9GDnxJpHrRNuCJxdlCOUG41RWOAdeJdoFih2hkFEIhbFFVij0QL4v1xulLe1X3Lfia7UYPYPh8X9m5fFNTftLrNEr7WaDlcQ6odLnrn5jmmpiM1En9sV19alL5zOwiXXCpc96IwI9lYBVnUqsEUss1LV0C8QRW8OTWMhLYlam0nJrNBNr7HydeXZ8Obk3ZjBJzILlcf3k66SF3B1ikNnPXPHJvffem5AbZIPcxJKfE5uzIWm03JX0/XfF+0bLAbKKTEnMsbQBsuedWOfuKG1Qntggud3x8l3xvXTWOWrJAWrrNfA8k0dghpHSISzsLTGrr/f/PLv0g/yZFTgxS21iFuzStrwxQ4mvN+uv5wKRoxCF9+QN2ATIfkyOQ5tjypDnBsbt9CoCIlA7AfO8JH/+/kfy21ffJPvtsFOyyFxzJx/den8y+b8mSXbdfKvkyH33T9Zec63EUjkSm1w6Oen4E5IzDj8qeWLFzZNXF10veW3pTZK31tst+e7pv/LxrKy9jwfiOIE+mzxexuLkGfL8WhGXFhdKPhTjiShW+MT3iZ/Tr+QskY/UmVLVA0RcPbGLWGcqCcvxDHWXYD2mspREBESg/QSwEFF9aoYZZigdDE8OFinc4Kwn34Z5WbD+YPHFYkQuEJYavLK48InrJ+QF6xJWe9zjWHTI20OefPJJD2EirpgY5OjJoewv55KIQCRgCnLJ6xOXxVcshHgOsSbirZS0ToC+HOtvrXlTRHsghJpTQY5nHu5Uk4rVGPHWMi8g6yhZjQeH8HiiRRAmpKSsLx47SmSnrbl4hwiPIYyHEBvOg9eJ8ti0H7QXeaXx/eD6JwJNSODPX34Nv3/1Tfjjq2/99fcv4/u/Pv9h6+55+YUw4e8hzPznKE5olm8+DSe/ZuFlJ54TRvjp53CD9dUjjDhi+PH338K3P/8Yrrx4YLjrgkvCK0PfDVs8c3q4//lnwmRTTlGii5fp1ltv9ef0vvvu876fUDied/4od4/gDUoL7QLpNOmKlWxDae+sEDHCckLliQBgTEC4nBVMyW7ars9VFSCzLrlLi/h7ylumxTQzzxWQApKmovci0LMIkJfDbNo0OjF8jTugsWICQ+L5cY2Tc8N2DFwYBBHiQvgbBQxI6EQY7DBgPeKIIzxchoELbQiGClziNI7M38JglTwf3PO4xHG5S/FxhPqXIUBOFyEahxxySGZN8P6HAX2ega7FDk2+gPD1GWecMZBIXYuQC0C+HXk+9PvkXHEcQtWs0psrPITA8R2RL0i7gHKEkQSlJio7hLgSwkgoHeGL0VjCIIcBEtcXxxO0ERRNYQLUPffcs5SDXMt1a1sR6EkEkj/+DH989/3fCs0/Sszvfys4f5iCE9///vlXIfn1t9LtjTDqKGGk8ccJI00wXujFq/2N3Ge68MNPn4YLH38w3GlKTa9xxw5H9z8oLDHZMmH5u68N75f2Dp7vQw4QYevIjGaQOOGSC8Na667jBs+Yq0NIPHl8hLHyHDNOIF8pzk8U84Do19NCOB4Sw+/ie/bLCsdjzICBlQmVCbPDqIKRJRpUsvu05XNVBYiDEuePhQYrGw0ZN0LlpoGWEE0yEwnTEhEQgfonQBVH5tZAiO3n2SWXhwERcbskPzK3B1XY8Pag/DAQodgBlZ5QgrDaxAoyxPCT00PeDnkYWHHJFSBPiEETSg3eIaxGJG4yx0daGFClk6fT6/ReBCDAb4sqRlT/5PeGWOik547gadxhhx3Kqgr6BvpXkQDPJ3+1CEoNXhm+B3J+qVBF4QMGQihCDE4Q4vgpfsK8gXwvGEvw2hDnH783lBsLk3EDCUYSvL+0QyQ3YziJyk/6+lCkqGAVC6qk1+m9CNQ7gTIvjSswaS/N1+XKjq0vSa8RQ6+xxzRFZlxTaMb9S6Hp/a8w2izT/6XomILTazxbPoH9TTR+GHGUkUu7pt/s+Nta4VVrI+ffaG1XVHhmi0Rt4SXm2SVfhyJEcVJWC3XzokcYJVqTrLcmKj4YUzF8ILyvpNBQKILcoCgoWlT9RAdhDNJRUkgBosgAllpmgY5VeNASSXaiygsuaokIiED9EcBYwSCDwQkDGBQewoYwZBCSRkNDFUWeb0pb4p2hKgxWV95jzWFbBi0MfBisYJ1hGeFtNIIYR2gcqS7DcpIjbZ4ffw8RBq4SEWgrAUKnGFDz+91nn338MJTBpoOmuthRRx3V1kN3yH54QBm8U9kMTyhhIHhD8JBiVKgnwdARi44UuS6UHCI/CHmh76cNwOCB9ZfvhJA3jCNYZjGIYuxAWaUtIXyFEFc8QFEB4pwMpmJ1uHgNKLHp0Ji4nFfGGXiHYvheep3ei0BXEyj30vzlkSHUzD0zHoJWxUuDwuJKzV9emlHMSxMVHH/19awbt0NuDWUDhwWFChgP8DxVEp5Z/tLC9C4UNbHcPzd4oKxgjKB9q1VQgLiWdBgc7ytNIYMhlvSbGIpPW08709FRIoUUIE7OoIhGDzc41lxCDnBNEfsnEQER6DoCeF0ZbBCuRuNBBTQ8O8ykTsOB1ZW5qWwS0ZI7G/c1cxJgnaV8NYMJBhw0SDQ0Me+HOFsGMQxyLPnc5/pB+SEElpK3zPET8wEY6KH8REuQTV7YdRB0pqYiQP4Zvz/Kor7zzjs+iOd3XmsoV0dCwzqKdyRdBTF9fJ4vjIaEetWL1Go9JUyVtoT+H08PuXpRgaENYVCCFZe2gnYJDxDtA8YTlCXGBzE8tjUGeIb79+/vg7Ss0khbhNGmNcWNgRQKF95kQiYxxEhEoCiBkpcmFWJWyqsp5dhYSNrfCk7puO6lGcs9MlGJGXnSjJfGvTete2lKx+vENzxX2WeryOl4lsjJ64ipZng2ySkmDJbQN7xJ0UBKTiFtCUZZ2hWqSxJeSztKKD5GkBiGV+S6i2xTSAGicbPqLG7VzUIgPC7OxVDkhNpGBESg7QRQfJgjgFAR/rDAEo/LwIQCBCzDWsvgA2UG6w2Dg7POOstLyhKzj2DIwCKER4jBpVV+8UaHdcTjM7BkwIN1O8biM8cOeUIMQgmjwQDSlgaVc0hEoCgBfrvEkzN3BZP48ReFcE5+l3SeXSlMAsjUD1hMDz/8cH9GokGBjh1vECGgGBsI3SC2vicK3AmDjcoOickoNBg7YulxPHSExy622GLhmSeeDN/c81g4fqr5wp8PvRZmNYtzb0ug/vK/d4exl1ggjGyhOpWEEDhC4mjDUKJiWAxhdPCl0EIU2i3aMfIQaX+IUMGwE6NTUNDOOOMMH6/EffTaXASil4Y8GTwzf3xLXo15ZqKCY+Wdf//m/9u7E3jrqvl/4KueZpVooBSZhzTJUCqiiBBlyhx/oUj8ipAhQxkiU0gDDUIkkYRMGTNkKEXRZIoGmutpOv/1Xk/r2Hc/59577n3Ovffce7/f1+tM++y99lqfvfda6/Od1rXptvxaLJZmheULoVl2zbumpe9wQatWGvfvgmyhWbDqHaRntVWDbE/g1uJBQnHkGUes9BlVsWEuQxnLvZ7iBNfQhyI+vFjMUwat2OiLAOnsubuIFWivsK4z0jmGBAKBwOARQDTk6pdMQOeAABncTawI9zUdB7c0mlo+sjoZGlMaFFYf///gBz8oRIl7GmsPwkRMJsX0sPo4hrD4mliw+L7yla8s2+qb42SBCwkEpgsBblgGTJ9815tuEAZG9/50iwm3YH/1aoukHywt2+T1bGg3PUcsKBMdvFl0KTPGE24tVmSnsGAVq/71jqPooFU1oWgunsjllcWGUHY0F2e0RpcMbOprO/c+/vz6HavCS37A2uJ/CRGs7fXlL+T1+F6xe9ry8U9JF37x5PSfW25K51z5z3TrbbemF2733HTWRX9JnVyX9S67Nq2W1xJZ+dGblknkb885O531u7PSH/K1XeGq69PJXzkx3S23GakVq4BMijvi/kiRQ+HKAoh0mRixDrn+ssrBoC6e6LrA4QlPeEJpY7/tHTR+Ud6S3X9N/G674cb0h9+flW7O882VbktpnYWddOvlmeBclRcMveH6dOldVkq353t91T9cnJb/40Xlunu79sH3Sjc+cL20YJll0zp/vSItv+oqabl7rZNWWn21dMkqy6bbllsmrXynldP9sltXjaXp63655sq0wcqDfd6a7VX3JX1+Z6o8de8lLLQMKpQo3PKbfSKFbVMoWL3sWxUizf8H8b0vAuREfK5NnLja0DjXTA+DqESUEQgEAv9DwMCuA6ZcsEIzK4xJBlcbEw4ByFzfWGMM9LSj/pNhiXXIRAXp4avLZW2zzTYrGpQXv/jFxdIjgNzzbFIjVbUJUnPS9MPs7yszXF1w8n81i2+BwMwg4F622LXnAClA7GdSZDcbb5Fe9TMBRyi4q7KkTkQoP/QF/Qilhb7Bqyl1W91OQVLJTt1WP+tx9Ri/9UNEW7mj+M36snbuOzZbZY20+Wp3S4/48XnppRtul65Ky6WLF16XjrzivHTCaV8v2R/1NSxjt2ZLUidr4Vc8/5/pqm+eni479Aul3Bsft2m6zwrLpQfd9Z7pFZs8qWy7IpOnv129dFp67XXTWvl6mwTp62DJAiUhgzIRM32eSZX7wiQJOaagQZaqy34pNL/VdtbP5va6rX62/2tv93/dVj/bxzT3af/XPqa5b/s/v+u2+jknysv39+0335IW/uPf6fq//ntRDE22zFx10/Xp+qXyfb/wlnTxoSemxGqTLTkynl2V75fb8v1y8zU3pOUu/FdaJpOYBXdeNd8rq6cF+fsyORHAXR/8oLTGmtmNSpzNnVdOl153Tbr88svLZHu9rCCoyj8YXprHzTL+ZQXBcuusVWEtnxXr+ln/9Ltuq5/t/9rb/V+31c/2Mc192v+1j2nu2/7P77qtfs5EefWcvT4nQmgmsm+vc421bakM0Mges8feTFRM3Ezh/Jn5YrMI6XgEL9JMV3N4j8Pn/CYs1toGTPUhgUC/CCAyH/rQh4qWx4rnTL40ryw3yI+Oev28to4gYp80yiYDYvC4f5gUCi7mU0sryrpjfR776dS5k1BUUFggTNziuOLYjwVJXI/n2f3Lx9akksmZtnWXXXYpRKrftsR+w4MALb104yarTWvJ8NRwYjXZbbfdSjvyArslqF67kCDuniybiHofw9jETjrO3sY91gnj4FjCfU+MHCtFU8kw1jET/Y8igxVHPzCeICQsOP2mDaeV5WZYLb8vv+cGWS19Qdp45Rw/uPSCdM51/0m/uuby9Mur/pV+c+0V6YZs8SG0u46jfOklt1x2Zdr39f+X/nDen9JXv3VqWmHFFdLteU2SW/51RTr7+z9KP/3kUWn7NddLq265Wbrbni9Knzn5q2WMpQxiYSOSM7CO6yv1ndYQq2I/VqJC1nLfFzI9CNx+w03FtezWK+9wPWu4nXFB43J2SyYz4mtuuzanRa7TzxxLs0x2JytxNJm0LLP6XfLrjuxntnM5WyMTnJziGbFZatm+dffT0/A4ywgEzCm4LIvrG2bp+y6ijaI1Nkni98x3j2ucYKW5KrILVTeB8dpI4xQSCFQEDP60k4L8TE5YcqSHRnq4jCI8BmmpHr3cZwi054lVhtnXRNZEQkeiLNlbDPYIyrbbblsmBFxbaKMN9P6vAcDOZTsy5FzKYB3iJ88VRh2q5cc5q3sM17ea2a22JT4DgZlGgCVEbId1YsSf0Phze2IJmAnh/kYRiISJX/H8sKwgORKRUFKYnCNqYlumivxMtO1Nl5N+jrU/Rac2rpj7hpt+cm668Lor0ykLr0jf++uf01ULF3d/p5RxvapbXi9r3bJrrZ6OyKSGK+EBB3+wKFApf5AzyplT11sx3XjfNdMLrrsh/eUFe6fbF9yYXvTs53TJj7rry9TNtaDkaRKgqjWucUH9tDX2WRyBEkuTLXcW27z1yjtSNl+dyYt1af5z1aKkAJnUlAxod1hpailL3RFLw0qzyFKTrSz3uFtaJZObBaut0t1WLDX590TvzXqe+AwEJovAhNkL4iMeQXpLMQfDmOpzsmC0j/NAxkPZRiV+c8MQM0PE0MiSxi2DD74BGRE588wzi6LAejiIjMA+mktr7PDZl3SA2woNKSsNAiOVNE02La3njJ+9ldSRmOc85zklHz8SwyfeMQjU8573vLR/1rIgNFxUWIa4upmwCGA+9NBDSz0dh1hJfc1y5L5mHUC6uIpwoTNZUAdtCAkEhhEBhMfzYdJroi0N9kwICxv/fMqIfffdt+faOp5tLqisqcMixmtKk35FdjYeHpKl6IOOPP+M4l7GKnf1EWcX0ieGUAp88wGWLsqZV73qVeU3izOX3LZQ5FAa1rWAxPawSnFzZOmT7en8vAji+kd/LF3zgzPShm/7UNr8j1eXZAp3efq2aamstHENWNDVq7rq1fOwZLOM1bjGuj0+U7r9poWLEgO0rDNiaWqWs0WLbSI6jeQiNePZHWmaWWsQmmUe+oBGGudFC3EiPKOtSxPXIBAYFgQmTIBUnJbGOkC02jRc0vDORRFg3o8ITJ/IoNJPmbHPzCPAd98ALhMRawkyw5piMlCFptPLhMxkzERAGlgkiEbSAIxwmHjIDEUbeu655xbNsYmRjCiUCQK8ERvkw4BuGwLknJ4zAzoyw+VGYLX6cHtDWNx/xLH+R46QH58mZ/Lvi+txbhmpTGgQrU022aQbXKh+IYHAbEDA/cz6s352C21mB5vuunu2jX8m8p5VihGKBe6mVjCfKevUWDhMtE4IHtdZZALmVWqfY7uFEil3uMuxeonX0fdQxEjF30tYmo2Z3AhZv5Eooq+T7UkfJ5kLWfVxm6evbXaPtMqv/piee8SX05VfOjXd7ZW7lCxvD3nIQ0oqcsHeVfSV++23X1FKUTLNdVlkpVlkhemuR8PdrFhpFq1Jc9tViyw4iE1n4c1dSIqVphIai2rmxTWX2+D+mdAsWofGb+5oC+68SrHahEK4C118WQIEZI62jhjF7ExKXwRIoHV7/QCaZv7XFqYzEIUEArMdASSkLuaJLMiARivJJcOki5VHMDNibP0bQbiUAQZzkx7ERZYqWU4EG8uY6NlhqZEyF1ESK4cccZnZZ599SmZFCgT++yYTd7/73YubG0LCImNRQdu5hxjMTzzxxEKofvSjHxUtq+dQgDJrDjc57jcmBYgV1zbrcSBLtLDqxxWnLi42269X1H9+IMDaYELdFBMxygn3svjUmRQTedaIuSj6Qf0Vlz6uvOKAKU/0KfojChVrHcm+pj9EAiltiLghWfpGE9eU5VqZlQDZV8yj/5rua3vs9dqi7Llt9z3S7vfaKP3j3Z9Iyx+7btrzsU9Kux58QNIfUujo/1jTWdjbGWtHq8cwbhcPdetVmdRkN7NF69EsssYUVzTxM6w3dxAccTXNWJoFOctZIS6ZvCyy0qyVltngfl0rzTLSOFubJn8uvfxyw9j8qNOQI0Dpw9rrs/ndNs8hoYTtJZ53cc7c/Gda+iJAJm+9RHxCXRSx1/+xLRCYDQh4ECUDoJEQQyPezcDODYPlBLmgsZA8gIaSBYiGkbZTXAJiJD5u++23L4M+7a9Jm+Bs2k0dgfK5jiIiLEXceEzirKhscoG0OJfUr6xMCBLtNlcSWlvPIBc7mleDvWQHO+6444iJIXeQtuywww7tTfE7EJhVCIxFLiT68AqZGgRYnZER/SHLCjdaRIcLm36ScD+jcCEUpXVhQ/1pteKUP1tv+l3/y9qmL6NEooCSkEUa7KZbm36S8ofV/DO5P95qg43SI8+6NG27/Orp50/fLd321MekX113RbGCyxbXb5KHVpWm7GcnY3Xb1YtiabrkhZWmrkuD1LDS+J1fI6w0K1qXZpF1ZgErTSYuMpZ1rTQITU4UELE0U3b55k3BFBueOy+u+p67ZtY8QJivVGswDmBBdEog8xZzpup2SnHbFn0HhZU+3TxmpqUnARK4bc0fkz2TONoUHd5ogvGZ4IUEArMBAa5orCUGdYHLfPkNugiGLGtSvSMitJd807mAIC+sJyw8BlefNI06CElBWIHsw1JEc2k7i48OgtCMsArpFCwqLCmB+Bt1kFHKeViadCI1exv3E+tc6DBkk/Li8uY3shUSCMxVBDwbXDo9F8cff3xxuR6rrYLgQ8ZHQDwijw2W436EBZnlmKWNxVrSB8kfqlDiNDPw6eP0p/o3ExzxkaMJ67myeJFY84jLMYWN7+IZ2+uN6fO4/Z5wwgnFEr8gE6bVttomrfHtvPjqMd9Mz9jwgWnNVzwp3Sn3z9MhJZamEJg73M1YZIrr2SLrTCE6dxCcEVaapZcqqZu7VhqERixNtdLk3/4LK810XMX5cQ7PaC/3RR4t4pUr6eG+WkX/yzLbJjIUFRS8Eo3UJGgsuZTE3OtrNkrW2LawJkv6ZP+hJUD8crnq6PQQIB0SM9doUjXoo/0f2wOBYUFAFjYDuodY0O5Pf/rTQlxsQ36IgZh7hzTR4ncM5rSdtjHf0kJaZ4emg+sHouQ/AzpCZdJGE4oUsSgJ1uaO4VhWHec+5phjSj0cZ8JgJXudFGuRQGBJDHxav0CdBSPrbHQgIYHAXEdAhtH6LBlQx1tmIQhQf3cEF7WJuJ7QCFPqVBGnSCQ60HdSjLJQmziZRCmbkqaK+CCZ3hAukyka4ipcjCWFYfk+/PDD6+auwqkmcOn+kb8412JxA5ttnNZ44dPT5Z85IV3ymkycH7VxWivHCK1w/4kRoUVWmkYsTSUv1d2s63o2tpWmWGIkCKhWmpK6OROasNI0L2V8HzAC5i2sMyw3XtWK47u5BYWq+UZTqvs+LxeEp778bu/bPI7VRx4AxhLEB6EhlszRb3tOKUvaUrMz1v3b/0/3754WIBUHZhVa6pBAYBgQEGzshQhwn2CepXWkMeZWxvrCvCpOx0NsgJXEAElxX4vzkfXMGhIecNplSQlYVcTrcE+jIWUBMvHiekZDwq/dQ8tKxN2DVWjLLbcscQgyselsECrBwCZrOhtxPCw4iBElAgIjNbXMR85nYoFgSe3L8mOiYO0KriY0KSxCNKF13YthwD/qEAhMBwI1y6JzHXTQQeU1Heed6+fQX7ZdWsZqsz5Nf6fPokGm+CH6KH2TiVVVkOqnECIZLPV7LOS8SJClKqw6EiP41EeySOlbEaWaBc4SAvpXbsH9yvL3XDutu/+e6aYX7JguO+z4dOHL3pxW3XaLtOauO6elllv2DsvMIguN2JmuG1omOfX7YlYahMWLi1m2yCx3jztiaYqFJqw0/V6b2G/iCFAkMDpUIuN3/e456+VaKpOrWOFKZrji1++ISS9CYx+vpphDUbwyhLDiIDTmMG2hFBYjSOFhHwqOmu5fP9Cvlbld7nT+7kmAdGrNAMTxKsRHuDZ8vH3j/0BgMghwW5NcgEuGB03n4AFDcN7+9reXB9QnDYPB2SDsvrQWhVS0Bn37ejA9sLUz8BCL45F5iNsnAuS3fZAdA7RtzMBigHbN2d5oP/iZK5P7BhdRdUFgdBiOoelEmLiGCh5G0BCg7373u2W7iQU3OudqSw0ibm+P34HAfEHA+GMc6ldoMkPGR0Cmtl6uMKMdqc9DRvRjUvLXuB/ucJQ4lDdETED9j0sw11/HmrhRBJlksX5LXPHYxz62WN1Z3LkiSwJDaUQ5RQH0sY99rHyOVqextrP63POgN6Ybfv+n9O9PfzFd8MJ9ursv1Y2l+R95WemhmdQUgnPHtkp4ctazieDUPUl8CQRGQUCfVq2kyIwXZWvbq4PV1TPneTJnQGLqi4UG2egl5jqTEcphCc1YcsxfPLPEM8ySM1qG4xrrN5lzDssxS+VBZrFRhuuNCVq/Ujuwfvefa/vpKN/2treVSe5ca9tMtIcmg6UE6UAGxNLQGOoEPvOZzxS3MgTIYOqF7Pwwu1EgPMQtTUvCrYxLGcJEuLkJwmPRZLpl5RRX44HXCUkioDNwPf1v4NYhcPtAegThclezj46B0JLQhDqeO5w6IlOIUigFCkTxNs0IIOCsoAZb9+NsFNYAlt1+pccw1u+hs34//SQlS/W9H3SDlGtypa+rOOsjufFSShGWcv0joaxyD9qmL6dIEjOgLyVcgimiTj311PJ7Kt8WXvyPtNQKy5UEAZHxbCqRnp9lIynmD+7nXsSEFVTGM32xeUwVilp9MxJRFyGv//lEjpCfpvtp8/9+vquTOZDnjuur71zya5KCWob5jPmTOrEUmduYMy3JubWNUsNcqJeIiTaXe93rXtfr72nb1tMChJU2Fy8zEHFDkKlFR0jbrZOj9RGUSNMTEgj0iwDLCCKiw6hEwrEX50U6xb7QKnoAPSQGdsQFWUGKKpmhleBDjgDRrFTyoxyDLhcy+xpkTRC4sSFFfNW50LHEWFGeZYa2RZwPLbKOQqfG7UOnJfCWryutDM2l7QZ/dTQZ0IGpY0ggEAgMDgEuVzXu1PPoNyWDBCHIkUmHjGEm4Sy/c1FMnrjnjif6NJOYqRLxVSZvLOH6aH2nvo+SRxwQSzg3ONve9KY3lX5W3CIrucmdNug/q3DtNTFSZrPfrv83P7XLPvrcycjy699jMofFMYHAYgi49ylPq/XG/KAZy+J5aFtzzEG4q7GmIAVeiEb1QFnsJHdssN9kxLxHGnlggUVyAABAAElEQVTzGASImNcgNurSSymLaDUTm0zmvLP1mJ4EyISRf24Vk7z9999/sYFGRybY22JwW2+9dd19yj/deIhXv+LiGzRDZhYBHQfXCamcPZwGNf7hrDDWv/GdSxiic9/73rdoHFnWWGYsDFrJT22FgD8i05BJEqvNRRddVCZOBk1l2QfxkUTAPcBawx2Dj6tOSJligtSBtagSMh0ZVwwkq5cgZSGBQCAwNQhYRLOKCTitpcl2UytpwkEZJy0999a5JtrNLXc8QRJGc1NpH2vCBsPxJmD1OG5usq6x6NQkMeIrKZ4QmJqoQF8ujtE8gTgPqzlpp8O2XZ2Rol4ECPEVa0RJRtFKatyD7JqDFuewpAHXPXOfttR1S7gPttdDbO87kd/Wh3NPI/UmoZRqsnJVq1o/ZVEMGsNMqkP6R6BmLDOXNC9pfiL0FLFtcU+bZ1Dcrp+NBJXQ+OSa5ri2ID7NRXrb/4/323PCcuNVrTg+PSPmRPq/prgPxOt4xsx7vZp9ZnPfmfyufjNt/dH+ngSoCQzgacBNWtuiE0WCrD4/ncLVSAB6vzLfXfT6xWkq9zNY0voZTMS+cG1jWTRgItgy+xgQDUS1M0dGxNWI6XHNm6Ijag6GBhNrVCBSj3vc48rgzNKDSDW1G8yyXDVYiQzqNTObsq3Zo2N0X+u0DEohgUAgMLMI0Ghym+o1kMuuKLaE8mOuKbn6Tf5g0o4g9CMm2SZI/Vqt9ZWIQSU/znHggQeWSTrLG0sPbxHJXPTp1kOT0W2zzTYr1nULRvMUEWNQBamS4KBX3JbJqD6aVUv/bokNEz59MyuTDJwCrwcpxiYTSpPNXmK7/9VpkKI85VYxgTZh7lcQRFghUHXM7PfYubYf62MlMshMfXk2ei38zTPE3LaZ9Ux2VmSmlysbvLiPeQ1a3F+95hpi4iRwIv5vkhoEjMKhLe6DRzziEe3N8XsUBMad4dEs0YZ70Hpp2WhqBqkVGaWeIzabMPMftEgkrUxNzTlip8YPk+KQqUUAeZFFjbYQiXBPsCJWyyCSzFLDHaKmQtXhSHfLtYwry84779yzI0ecDKo6rNNPP734utM4Glxphvmm+xSka5KEHPnN+tPsDFiduMu5H7iyIVc6DOf1W30cFxIIBALDg4DB3sK/LA9tVyjxJSYG7UxGw1P74aqJvtGrX9GX90rUgsCI6+H9wRJHZOEU94OguGYs6gcccEAZF8RpElk3P/CBD/RUqCIErrM+mgXQ5LSKftwYgQz7r9eEse476M9KSurnoMuv5Ylz9epX4DQfBEFAbsxF25ZLrrAINnd5JIhw87IvMtOLJNhnIlY2+y+pqKcMbdWS07TmeB7NldruaTLRsvCw4mhLu+9b0jrF8X1YgNxwJogml0yt1gVyQWjOTXhl2JqOYMb2xXrpS19abnh+yQZGWv9BC3cqnXg/Uh++fvada/voiJljkWHaKASHad81Ofjgg9NrX/vaco/Q4lbyUzHgAmEhUINofcB1CIgS/GkSkShuLlYHt8YObSOiwnrEBYA2k2aGWxpCg1TpEA3cNJdi1xAjmkf3MxJFC6pTtX89b61TfAYCgcDwICBFMusud1STbn2ICYSMkGL3WAXak4fhqf1w1URfafzuV/SrYn56iT6+qRGn9DIGWODQYtLGhY9+9KNlDTQKLAopVgvxXJYOIMZNLmjIBbLlpb9ukh/7ITz6feOCvr26KptYiu9Uhn2QL8lrfLefc1JsXZzjN4wnlGAmlcaV0SbHzifZjRgs+9VzVcuAOvMg4IaPtPlf1tDxFK3qwJKlXghie9wRX2K+QSFItE0Cito2Vj4EieXMuIf8E7FwrGXV1Uq9uJELfrcvK4jj6jPCM8LY5xhKSZhrA5LZvDec3748NVwf8VzG1Kbbov+dT3lwdR4KickIq43ryyrWfNU4G3OMdmp09aIEN767ZxCfXq5ok6nPRI5xr+uTYFPvk+bxniE4VSuOe8+96pOBoV6b5jHmJl4hU4dAzyxw7dNh4OIkmokR7ONmO+6440qu//Yx0/Vbp4hVy1w3aGF+16H3IxJBiBmZjyJO57Of/WxxlWwSHJoZMTc6au4SSIsBsSnIDi0izaFja4eK8NhfogK+ogYuHaHBVYeus9F5SGAgUYEJUnMdIK4xOhaLmZoouYcFI1qF2H0bEgjMVQTmQha49rVhoaX5b7oM2Ue/K1amOSlrHzvXf+sPEZvJZIGjyBQP2UuQCBMwqan18RSNxESV65u4Sf12e00Sbsd1EowgUDyZ2Op3TdJNtk3+rffDfRHRIPpmhIo1T39vMo1YjCYm3dJom/AqVx9vvDYpZiniMmcb5ZqJs7JN0pEQXgOItUkoMsFDobrXGa+MGRR4yBQxeUUY1JsboWdMmdqJWGkD9z/l9RLn5N7t/JRvCAoiZEzba6+9CmHjJnjeeecVzxbjIuUy9zz7I10wdJ9TMrpm5jzKpeRDqLh6/fznPy8v1gMTcfVCvLiHUmQTblXaAxv3DsW2cdc5KRiQCdeN1w9ypJ3a7fzmRAgHMd5yTXdu958yBeFTRCqXIAba2Xxp8zbbbLOYCySi5Z6oRMb94uU3nOs9VQqewTfXDiltWnPcr8Qcxn3QFtjC0Gs+CIuV+2e0LHDDgsG4LnAqqiP8+Mc/XjpBHYxOU8fkwZsJtt0ED8g6IA+zeg5SaEea2WtGK9tEGxGbryI+bL/99lvMuvP85z+/BMnqyC1CapDREVQztt+0dzoPA41ORSeN1Eh8YKCl4TXYikPT+epwddYw51ZR/cgNIl5tMVh4hQQCgcDsRYAihHac5t1EzESzqZ2fvS2b2ZoLuvfqJcZTBIeSk8uQsbamV0dSZHlDkNpKQpPWOlk1P2D5tyCq41mAvFxLbuyS4uywww5lgsw9zgSahYglQlyX+CMkp5e1psZHqFsdB1hhEA0TMCTIJwsJxZnzWWAXsaKwM4G3vlFTjC/Ij7hRiXOqIHVVkBTWLu0nxi7npJTrRYDMIXjJmDM5xiRYHYyL1bpRy66fCBosjIesLmT9TDSQHhNvBAMxQYCUhcQgS54P87Jm3KvxU4xsc+xFSDxTtV3IHfd1ZAl5ghkLElJarXGIKxyN5eoAK9Yq5yc+3SuInLoiiYgUcS9VEuNa1jlA+fOONwrPXskHmvtM5XckEy6uoxcC2et6is2BpXuUVUx7fPeq92G7nr3a294nfk8/An0xBtp7rm9Ye33op7+qvc/opvNANqX5oDe3T/S7m5Y2ZDyZL6y+Fw6wRohpCXuJ7QY72jedoaQZrEA6Cpot/4ktkxjBoEILR1tlIKN9ojFjIUJ+iM7dKyQQCATmBwI0+SbDLMEm4F4hg0GANr9q9Ecr0SSc0omiy+SfKxZSM5FERCbAFGKEe5zxgKsytyYi2x0yYDJpImxybTJPm85dzloqbWExML40J50m4MZj8xUvJAch4wlg3DD2GG9M/Ck4mxZFbm9ekjk0yU/7vJRv3NWQK8TBWMWaNJogMkiQ89e5AjzUHaHoJXCwzw/z+izIBhLEyuI1mrAOSSZkIk+cE5EyRtffdT5jbqPuVWoSjWrJ4Dpoco/8UESyOKm7NiCe1WrH6thMMuDa2YYYwamSHla5YRP4sObBCNmDc507qrd5ZS8CJKlWyNxAYFwCpIOQ9cUNjAANu9CqcJXwgPL9DZlaBHSktIEGSAMHtwTaqCq0fbRBLHRcBGmUZBYywBjATGwExYrvIbRGOlBmZlouVp6ZtjLWtsRnIBAITD8C3GG5KQ1D2tR262nW9WMUNL3GG/0Yrf1MarabdVZXmu2JxhZQSrHGD0JYQ1gZKvkxEbUem/KNE0iWcYPFhOsjS4eJquRHXKpM4k3UvaqlqdYLUUJGTNpJdZVGgrjC+R8BMiYhQF4sSFz8XUv7GYOMVdzJTIK5/jUXhuftwbrEmuTaImDag0j2Gqso8ki1pJQf+a1d97rdp5gQ7RA7wiJFWGBYPcdSAJrM85aglDR3U7dKPioxUpbrX8kY/OFEKllC2mpWRQoIbVBfxMzL8WKEjPdiwdui/k1i1P5/Kn9rp7YjNV7ahnBXt7x67pr9jxIdwaxWHO00rwmZ+wiMS4A8tDQBNDJurPrQzH1o5kYLmWsNHh7obTKB1RH0KzpD5nM+0bRdFsHV0bcF4TQg0J4ZXOvChIiOAYebW7XgMNnrUGkBBbsyw9MaVXF/CcZsZm+r/8VnIBAIzD8E9B0mmiZhtMrDICbiLBP6MqJ/leylKgtrHWnLJW8YFgKEXBjH6+S21nM6P01Om9eRNcVEVSyRGBBWDvsQXgIm/MgIRZs1hVgXuJ0ZK1yHppiQIyEmswQBQAqIibv/CaIlZoVFqMZAWYfOOVi3YGTcRIpYodSrjlPK5JqHgFHgcSE0P1Jnx7alEh91rd/tg3iMJeJJkDbYcPN37Vi0WIaQwrawoHEjRHgQNtYLpIlCsVqauLjxulAX+yIHlSw2y4NhdV9zn7MuwRt+1b1QeyWj6hV/14sINssf9HfXuLrtaZPrq76uOYVsJXbN87qOVfHa3B7f5w8C4xIgN5F004Igae1pRNrZTnRQw9LBD+ul00FK40kDp4OndWq77g2y7joq/s1ICNcyHYJUizqsT33qUz01Vc3zqydywrKjnjoVq3wbzGnmkKnqP4zw6Pj5/jpGQgIZgrgjWDCvkh/lGwAkRggJBAKBQKAfBCQ54S5FeSMjpMl7O2vS+9///n6KGtg+1uih9GFNMCEXz6hfZVGg9DFJHEYxns+0mC8YF0xaTdBN6Ak3LJNpbtCISBUTcQSzTuK5bvmNRJnQN60ziBEiwHWaUMjVhAOUef4n1pYzPr3nPe8pcUi22Rdx4nonuyysKP0o41iiEFxWA+UgQ8ZBCkEvE2xkqJdUy4MxtUn8WDVHE/GwJvRCDkzgveAm8QTvlpqYwPHIGmH1YZVBJCmtq5UP4SFw/M53vlOIl2MQJG542szyJVNfFfWs9avXh1VOHJfrAysKz+oqV49jPWM9GlRMNFzNPdwrXmJ0XO8mkXRu18ozp00VL+THfRISCIyGwLgEyIHMwdiym92rLTT5QYDaqPzvN//mvffeuwzestWwythGW7jvvvv+b8cBftOBs9wIUNVRE1o0/tzWTWpnY2ueWifP/G4Q0dlX/2BxOjL6GFBc8yo0TgYU6+rQ0OkAkS6uDsMWM1brHJ+BQCAwOxCgxKmTsToJbtd8ugmQCbGYFgH7RNA5S7hgf1mwBMX30oy36z3dvxEAk92ZFEkPuBzBjxUCgUB4LLUh5oXVw3hirDThNRk34WWpEXeENBEucXB2T3ANo+Qz8UY0WD3EAFHeIaWHHnpoSZ5hzDX+IgpiS5FpiRiqsMqYdCMtCK5ranLNY4G4puZCyIlxz4QbwaiKzVpO89N+6sGiZFJuXDU2S+YxmiAYJvzc37RT+ykj1a9aoqqVrC5DIoaFOAbZQZKQOZajKmKEWCWN4XVtJv+1rVFIhjWZjPdi7pQH5/Wz66A2mxPA2JISLGGuJ0sYS5lyl+Te96wrW/uRH9cDCXPdmwSytskn0sOCFxIITASBvgjQaFliJnKi6dpXR6OTm+lOvrZXp6GDlRK6mR6R64RgOgPSoEmCDo9Gkjamkh/1oRniT898z6Knk+0lFhjVAerkKvmxH1O4DsmxNGdN4ZdtjR6vkEAgEAgEBoWANNdewyQ09M0JpLqJAUGMWA1Y2026h00qeZjJepnMIjhS5CIgSI0JPgWa8ZBbEvc0XgRIDWUbiwVy0xzPxJjA2iTcWIeoGK9M0nmtsJZwoUOcTI5lCeWlYG4g/ohlp221YTWhJHRu50KsuZ01s6oZR7mQsaawNrEysEqNZfXYJntMUCwiFMiEOBPlOE8vgRHLpzgjY7ljjbHK0SbuoIgOouFe1CaWSG3lZo6IIGnqhZCz3CAWY8UdNeuBZLk+yBIXRYIU1vUWWWCViyR6EeTO9atZ4crG1hvc1N0LCUWuXLemaCtrDk8Z96uX9rX3ax4T3wOBySDQ1zpAteAaeOg3Vq5zou33YA16El/PORs+PZysI738SZEeD65OrC1c1BAKg8EgRcYblqWqNW2W7brp5Gl3CBcCHXcztkfQJy2ZzrptQqbpMmgZoJpZZJrniO+BQCAwcwiYDJpY8O0fVlesyaBjYqRNJsNefnP1pVmnnJlO4YpHG43wtIWyi4szJRElE7dh9Z0qMTE1WaQ1n02CCPAYYKFhJXE9kUYxL9WCYD03yRFqTM9o7WMpQhC8CCJAychty2SeizaSVclHLQcBMvaZ21QxJrKUGAORXJYok3WLejfFNWV1Mf7X+jb/7/W93rO9iAhycNlll3Vf2oAoIGsSbCAYTTGWG58d5/zVVc0+6mWcb7uKNo/v9ztslT9aXwJT+PVqE48hClntMFes8UYwc98iWc1691un2G+4EXCvIN1zYh0grlNMwcymvYQlYz4ToF6Y1G20JzKf9RKm7anQbBoEdEh1okBDpJNkptZZIa5+8yVGZtoxXTonnW+b/GiDzpAYsEICgUAgEJhqBJAc2maxNaPJdBMgE+Rds6sWlzcZxLhbVeHaZQK6xx57lFiMun2inyb+4orGExPL2dgfC5R33ZrXTjwpImf8Ejs6mstTG5P25JubmWvUFu5r44l6udfqxNz4zbLRForN8YhZ+xhEol1XLnRi3ChDlcmdCzkQ86YdCFyvsbhuq6Svea42WWr+N9Hv7fo2jzfHQGq40PXaDwFFflxHRNOn13QnSWjWOb4HAhWBvlzgaLBMmAV88scWjMf8zELAD7UZPFcLjs9FCNAACk7sJbaP5obWa/9+t3HF0CnRrnFf1Amx1hioLQCHnfPDrkGS7XKZ3i1sKvOS1NZN4Vbg+vdK+drcL74HAoFAIDAIBGjepQOWwMVEi1uQGEfZJWkZuelMt7DwUCCJAaJEahIgdbHemUme2M/JCqWjIPXxZP/99y8xMOPt53/WwfWzi5iJ9TCKyfxE1heaija4tywAawFtsT9czaTpnqyw1FAoIjrc19okDHHgjmcu4LoMwmoz2bqOdZxnTxu0pb6QbwpVpIZCoC0s0V4hgcAwIjCuCxxNjImyDGY6fZnAmKg//elPF7Mwn1C+tXWRs2Fs5FTXiWld3EzbJ9x5ra4sKxq3tGY8jY5DNjSDXFMD1qwrAjKa2bm5H6uOjommVDCpDpVbHR9lZcveR1vEVUR9uOW1B+xmeb4flRe94wIg44tBmAuASQh/a3E+khxMldCEwbRq4KbqPMNWrmeNi0Q/13zY6r4k9dFmGvNhiE9YknZM5lgWVZbgQYrgapM3SpC5cC+JWaRpFvCO9HDZ1X/SlpuYcqHq5Yo2SExHK8vkz3g4GqHQL1MaIkRTJVyvafxlKRtPuEVXjf14+86V/41d7p9ezwLrBGVfM16Lm/fRRx9dyLZxU0wQpV+/gvDo09wbXr4TZalDv+5y/Z6v135T0ae6b7RHO7Sh+bJtGAQxG+1ZHIb6TUUdzJcQ6F6WwKk4Xz9lbpNj1cw1h90FblwCxCeVOZb7m7THiJCFK6VAJDLE0ZAMOo6lH5CHZR8aQJ3mVIsBn6uDzkZnVMU22iMdvcFYBxwSCAQC8xcBbqwmd8OqTZ7IlRHcLQ6C8k0fRzlifRYuQmIM6roxw+IGpv/VV3tNh4glNS73Iyz61pQxrocMHgFE1H2JgFBI8pDxquRh8Gdc8hL1EZ4p5MyLpadX4iuEB5GM+cWSYz7XS9D3SfAh0ccwy7gucKwWLArSKSJANP80jCbafFWZc7kCzGfRWeg0Bimyy9CIy0AzVlaVQZ5zWMoSYMxyxYd+PolsgTRYtI/zSSTkkFmwZhuaL22nNGGd1W5KlEEK6+lcsaBytzb+EN4IYiIMriaa3MxMysQ5inGcaWHFRcQsc8AzYjqEtZ5HRj8CM67s82ktNokUWC6aVp5+sJrN+0jEYa2l+tzM5rb0W/fan1r6Qx8xX0S2QvGCPLSGRSjpZ0Oc17gECKAWtxQHZJJfze20cZIfSF0pnmQ+SzUFDxIDgzpBPicaaDnIesxEWSZuJjrzrd2UCTqN+dZu2kcd5nxrN7c/wnWhHRcwE8/dsJ7T+ONFu2684WqMYCBGxx57bCE+w0B+Zgo/2tZ+7x9j1XzrWz1f861/YcmZb23mCkb0E/NpLKlko98+YKb6qWE8b1+OmwYbVgiubrRb73vf+0riA5nfmNLnc/zPMF7UqFMgEAgEAnMFAUo32cEk3THZZy0UA7RN9jNHgGj4QwKBQCAQCAQCgYkg0JcFiKtbXcBL4axBMo2JC7IQ2VzwM58IaLFvIBAIBAKBwPQhgADxOiDS6YoBssg0H/N2Gv/pq1WcKRAIBAKBQGC2ItCTAHG/kva6l/BxJlwOvGqGkyBBvdCKbYFAIBAIBAITRcD4U92Am8fW8YeLj8QIxLZhcf/gvnvggQfOeCrnJmbxPRAIBAKBQGBxBHoSIOssbL755ovvPcoWsUDWYwgJBAKBQCAQCASWFAHrpUwks2YvsrSkdZjM8QjQm9/85skcGscEAoFAIBAITCMCPQnQ+nmhtEMOOaRbDQPRQQcdlHbcccfi8ibPuqw7Mo1ccMEFac899+zuG18CgUAgEAgEAoElQcACo9IHE2l3/bbYovWNZMyTDvsnP/lJSf/MPS4kEAgEAoFAIBCYCAI9CZB1f1796ld3y7FQ3/77718CUbsb8xeLu0mLffLJJyepi0MCgUAgEAgEAoElRcAC0VU+/OEPd1NfNxf7s/I8ZdyRRx5ZUjvX/eMzEAgEAoFAIBAYD4Fxs8BJ1XrGGWekXXbZZbGypN9Dgk4//fTF/osNgUAgEAgEAoHAkiLw7W9/O+200049VzqXAe7iiy9Ol1xyyZKeJo4PBAKBQCAQmEcIjEuArCjO9WC0GB+LTrEChQwWAUkl1llnnbIY6mBLHv7StJsVcr6JbFZrr732fGt2stjyPe5xj3nXbn2r+9xnyOgIcMm2WG6vOJ/f/e53Za00fUbI+AjMx751Pvar+pX51qfO1/50Pj7T4/d0/e2xVB5UFq24Ocb+0l4ff/zx6YADDkiPf/zjyyJTf//739MRRxxRXqeeemp64hOfOEYJ8VcgEAgEAoFAIDBxBE477bS0/fbbp5e//OVpt912S+uuu26y6KF16ayA/qxnPSt9+tOfnnjBcUQgEAgEAoHAvEWgLwJ06623pte//vUjEiNADOM+7rjj0tOe9rR5C2A0PBAIBAKBQGBqETjppJOSuKCaGKGeTQIeMUILFiyom+IzEAgEAoFAIBAYF4G+CFAt5bLLLktc3lh/Ntxww7TRRhul5ZZbrv4dn4FAIBAIBAKBwJQgcOONN6azzz47nXvuucW9Z7PNNpuXLsJTAm4UGggEAoHAPENgQgRI6tHrr79+MV9smXnufOc7zzPoormBQCAQCAQC04XALbfckq655pru4tvN84ojCwkEAoFAIBAIBPpFoGca7PbBrD4veclLivWn/Z/fsRBqL1RiWyAQCAQCgcCSIrBw4cIk5bVECLfddlvP4voIZe15XGwMBAKBQCAQmJ8I9EWAXvSiF5WFT9/1rneVANS2v7WF6UICgUAgEAgEAoFBI2ARbkl4JEDYdNNN00orrTToU0R5gUAgEAgEAvMMgXFd4GTbuctd7pIEoT796U+fZ/BEcwOBQCAQCARmEgEZRrm4fe5zn5vJasS5A4FAIBAIBOYQAuOuA0TbtsIKK8RaFXPookdTAoFAIBCYLQjc9a53TSuvvPJsqW7UMxAIBAKBQGAWIDAuAZLl7RnPeEY6/PDDZ0FzooqBQCAQCAQCcwkBMaYnnHBCuvrqq+dSs6ItgUAgEAgEAjOIQF8xQFtttVXad99908Me9rDyamd823jjjcsaDTPYjjh1IBAIBAKBwBxEYI011kj3vve90wMf+MCyELdV7pdeeqTu7kMf+tAcbHk0KRAIBAKBQGCqEBg3BsiJH/CAByy2AF2zQhZCPeyww5qb4nsgEAgEAoFAILDECOyzzz5lwe2xCrr00kvH+jv+CwQCgUAgEAgERiDQFwEacUT8CAQCgUAgEAgEAoFAIBAIBAKBQGCWIjDSj2CWNiKqHQgEAoFAIBAIBAKBQCAQCAQCgUA/CPQVA1QLuummm5IXuf3229Ott96arrjiivSPf/wjPeEJT6i7xWcgEAgEAoFAIDBQBCyCet111yWLnnr5ff3116ef/exn6XnPe95AzxWFBQKBQCAQCMxtBPqyAP385z9P97///dOKK65Y1gSyLtDqq6+eBKNusMEGkSFuiu4RazC94Q1vSJtsskm65z3vmbbddtv0zW9+c4rONpzFfvSjH02PfOQjh7NyA6rVZZddlg488MD08Ic/vLR1//33H3XF+wGdcqiKueWWW5K1Xg444IChqtdUVSae64khi+Q85SlPScsss0xabbXVyhgkNfaaa66Z1l9//fT85z9/YgXO0b1/+ctfpj322KOM1U9+8pPTN77xjb5aOtnj+ip8ineaTN+JPB977LFp6623Lgu763ff8573pIULF05xbQdTfK2/dRnFZ1uo/m9/+9uECj/55JOTBewvuOCCCR03UzsvSZu11fNw3/vetyym/MMf/nCmmjHh80722dTmxz72seX+3mKLLdJRRx014XPPiwPyjTWubLjhhp311luv89a3vrXzkIc8pLPLLrt03va2t3VyVrhOJkadPKCPW0bsMDEE8qSw86hHPaqTB/rOXnvt1TniiCM6mQB18k3Z+fznPz+xwmbp3l/96lc7CxYs6OROfpa2oL9qb7fddp2c4apz9NFHd3I2q84qq6zSyYNafwfP8r1uvvnmzste9rJyX++3336zvDXjVz+e6/Exau/xrne9q5OXY+i89KUv7bzwhS8s/cEHPvCBznOf+9zOUkst1fnBD37QPmTe/b7kkktKvwGT448/vvP//t//K32nPnQsmexxY5U5nf9Npu983/ve18lZBDuZQHTyxLDz8pe/vJPXO+zstNNO01n1SZ/r05/+dGf55ZfvZIVRJxO5zmabbdbJCtLOv//9777K/Ne//tXJyoPS5/7xj3/s65iZ3mmybXacPmK33XbrHHPMMZ0nPelJ5fdZZ501000a9/yTfTa/9rWvlWu7ww47lDmFuYR548EHHzzuOefbDlwJxpQbb7yx3DAeNJLTYXde8YpXlO9ZM9fJ2vnOcccdV37H2+AQqDexSXGV7HbYedCDHtR58IMfXDfNyc///ve/3UlxTrk+pwmQ66tzOv/887vX8otf/OKsGpy6FZ/glzPPPLOTU+h37nSnO3Wydr8zHwjQfH6uJ3h7dHffcccdOznTaPn961//uiiF9IXkne98Z5nIlh/z+O2pT31qJ3sKjEBg55137lBejiWTPW6sMqfrv8n0nRQQ+hvtbgrlrn74D3/4Q3Pz0H3P2Q47q666aiE/tXIU0Hmh4A5FQT9iYrz22mvPmjFmsm02d81eSkVx0sRl00037eS1xZqbhvL7ZJ/N7E1RCHEOUem26zGPeUwxYnQ3xJeCwLgucNdcc03xt2ZGI9kClH7605+W71lrkl7wghekrHEqv+NtcAjkTjplLV7Kg1i30KzJKGb7iZq7uwXMki9Zu5uYcDOxThZBnMvi2eHix8W0ioWH84CWMhGqm+bkZ9ZWF7faTISS+30+yHx+rid7fbkMPvrRjy6HZ+VPygqS9Kc//an8zprd4uqVJzuTLX7WH3fttdcW12hjcVO4Rp199tnpnHPOaW7ufp/scd0CZvjLZPpO986uu+6aXv/614+oPXch8te//nXE9mH78a1vfSuZkzWvtXUZLUXSz3jxyU9+Mv32t78tLtfD1rbR6jPZNn/lK19Jl19+efrgBz84oujvfe97Qx+2sSTPpthILsLZe6bbbu6O2dui+zu+LEJgXAK01lprpaxxKB2pQ7IFIp177rllEPJ7hRVWSP/85z99DRkgAuJ9sttbmQjXYt3A2aUhZQ1G3TQnP/n0X3zxxfPCtz9rHNP97ne/EdcxuzcU3925TnQ/97nPJfGFFricLzKfn+vJXmPKARN5QukmHrIq4bJrXFHQZbeeyRY/64/LbkwlKVG7HxHzQEbrRyZ73LAANpm+U9zYIYccUhbUbbYDebC4rnjbYRZkdtllly3xO816uvajXee6H6WBmOIjjzwyWVx4tshk2/znP/+5KBaNpx/72McKaXzTm96Urr766oQ0DrMsybP5kpe8JP3+978vxM/c/Atf+EL68pe/XIj/MLd5Juo2LgFSKRrpV77ylQXEbFIvN48b6bvf/W76xCc+kbIf7kzUfd6d8y1veUv6z3/+M6u0N5O5SA996EPLRGcyx862Y2i3JRRpi0Qjc31Sl2Pc2s2el7/ny3M92Ytr/KHtF+Cf/RbSVlttlT7ykY+k008/PWWX7HTve9+7vCZb/mw/Th9C2pNaWmAyWj8y2eNKoUPwNqi+80c/+lGijHnta1+bsmvYELRs9CqM1mbXmtVAwpBeItEMq5HJsYQAs0km22bZiVlBKJ0kGYJPjoNJ2e068ToYZlmSZ5PlVzuR3Xvc4x5FkZzj9lOOfRvmJs9I3foiQAYbmVKYDmWCA+Thhx9eUl/LwhJZeCZ/7aQSr+nF62e7NIP+m9/85pQD5NN73/veMgFo7zPbfmtTbW/9lFp9vgm3RlrsttDy3XDDDe3N8XsOITAXn+upuDzZFz69/e1vT6ecckryvOQEPGX5hW222aZk83rNa14zFaedNWXChOgzmlJ/j9aPTPa45jlm8vsg+s6cQKO4j1HGmCTPBhltvFD30a615wcBaLuDzYb2quNk2nzllVcWbyUWZK6NX//611NOLFCek1e/+tVD3fQleTbNEXNMWwmhkDX4da97XTrppJPSsLd5Ji5IXwToN7/5TfEvZUYkrEHMkm6oE088sdxUM1H5uXDOgw46qJBKxLK+mkSA5gajFxcD/ze+8Y1zodnpwgsv7La3tpuZdr7JOuusU6x67Xaz9HE9DZmbCMzV53oqrpaxxjo/XFoIl0nbjD00uVxckMn5KtVqIb6lKfoQMlo/MtnjmueYye9L2nfmbKopZwUrCkUTRePQsMtYbVb3XtfaOlnmDywCf/nLX1LOgJYuuuii0tTzzjtv6FNhT6bNGid8g7DsVQLlnhdX/atf/SoNc9zgZJ9NBDgnwyjWPiEUrH0f/vCH0zve8Y4k/ku/GfI/BPpaCPWZz3xmoilpxp4IRvUyOWdqpKULmTgCFpBtB4BX9s8y8qxnPatgf8IJJ6ScpnPiJxjSI7hrWOOnKTmtevPnvPiuc+/lopJTmoZr6Ry9A+bycz0Vl4wHgtiNpoae26j+kBKOa9xznvOcnq6kU1GfYStTH0JytqwRVav9yn3uc58R2+uPyR5Xj5/pzyXpOz/1qU8VjXjOaFvc+JsB4zPdrrHOr80WA/aSKKeKa+8/yoC2IECUqtraFu6lXEp//OMft/8amt+TabPKr7vuuqUN7RjTmnCIEmpYSa82k4k+02eccUbxrJFgqClc4CT+4MVl7c6QOxDImrOesueee5YUtdLUyplvLRbfmy8pmf23++679ywjNi4ZAnLW51iQzi9+8YslK2gWH22Nhrm8DpA1KXIn3MmZfbpXKQd4lxSleSHD7ra5/kW68/mQBtt1jOd6/Ls5Z4HsjjXWQsva3O7vOgZJ8WzNrKxMGb/AOb6HtWDyZHZEK7PrS0kZLh3waDLZ40Yrbzq3T7bvtKZenv6MSCU9nfVeknNlK2iZczWXHpESPk/2Ozm+p2fR2RWskxMgjHhlAlgwyJavjvVmhlkm02btyQl2ShtzNrgRzcsZJcdNDz/igBn6MZlnM1v0SptzbP6IWucYyrI9e9mM2D7ff4xqAeLmVk3qsr7JMlKDKit7tDI3LZxA1JDBImClaukfMXlpK72aIv2rrDUhsxsBz5lVyPMij8XFUfBjViiUle+f8pSnzO7GRe0XQyCe68Ug6bmB68app55aUv4K7KbZloCnKfq/vL5FCexubp+P3/fee+/ijcHNRUzuaaedlvIikImlQ6ZWIiMULTCvgrq8QD/HDSue/fadXL9YQMTQsqxrs/kMKyKMmiJgvp1Nr/n/TH9Xt7yAa5KEimXP77wWVrEIif2o0myzeVt77lbdSSUQkVVxmKXfNkt7/aUvfalcZ9afzTffPOU1cYrli5eN5EqeB5lHxbAPu/TzbLaf6awsLnMH90deAymJk9QX7L///sl/eQ2oYW/29NavHwZo0ajsO9rPrrHPgBDIN25h7Plu6Pm5cOHCAZ1puIuZ6xYg6P/kJz8pC5e51qxBViTPKU2H+8IMuHbzxQIUz/XEb5zsKts56qijJn7gPDsiuwh2MlEs40XO/tTJiXNGIJBT65b/cjzAiO3jHTdi5yH70U/fmSe+nbx+Yal5Jog9x9M6zuZscEPWwsWrw6KTFQRlgXr1fsQjHtHJrqAjdmy2ecQfd/xgYXWse2I2SD9ttiiyNjUXs+VZkeMHy0Lb/rMwao6Hmg1NLnUc79ns9Uzn2L/Oi1/84mIp1GavTOw7F1xwwaxp93RVdCknygBNSPhO8k0cds3BhBoVOwcCM4yATDW0ku2YsBmuVpw+EBg6BGRzkuKVF0LI/xAwNutHWAdqLOn//h3922SPG73E6f1nPvad1rNhHa3xItOL+MycbbJtFncpVn2iz8XMtHLkWSf7bGqzZBf6yV7JMUaeZX7+GtOH6mtf+1oxp8vYVeXd7353maRZWVYSBGsxhAQCgcCSI0ChEORnyXGMEuYGAhYD3GeffcrCjbVFFkA1iVl//fWLiwf3n5D/ISD1tQVQJ0J+HD3Z4/535pn9Nh/7Tot5zify4w6bbJu5gU7muZjZu3rR2Sf7bGqzOXqQn9Gv4qgEKAfZlQVQcyB2uvnmm0sJMpHJJy9ryGGHHVYy80gpmE1ro58h/gkEAoFAIBAIBCaAwN///vfivy5ug9aXiN8QvyKe45BDDimpXvm2G4tCAoFAIBAIBAKBiSDQ0wVOLnFpigVMGVxqAJ0gVOkXJUWQPjD7V5Y1GQRwN1OUTqQCsW8gEAgEAoFAINBEANERrGx9lpz1rfzF+4ACjteB5Adk1113TaxCNai7bIy3QCAQCAQCgUBgHAR6WoByEFlZJMr6CpX80MjZbkG6mjudaY016Ne//vU4p4m/A4FAIBAIBAKB/hCwUOGOO+7YJT+OkhVORqhKfmyTKdHijjVjqW0hgUAgEAgEAoHAeAj0JEA5Z3zxIZZGsIqFUIk0kU1BkK644ormpvgeCAQCgUAgEAhMCgErtAtq32KLLbrH8zxAitrjT14nreyTs0R1940vgUAgEAgEAoHAeAj0JEDrrbdekhyOq1uV73znO8Xys+WWW9ZN5fOss85KOcXkiG3xIxAIBAKBQCAQmAwCPAy4YJ9zzjndw7///e+nW2+9NW233Xbdbb4Yf+wvMUJIIBAIBAKBQCDQLwI9CdAmm2ySFixYkCRCEHAqfeBJJ52Utt9+++6iak7A95r720YbbdTv+WK/QCAQCAQCgUBgTAQe9rCHpVNOOSXlNS3SbbfdVhasXGmllcrChvVAKYCPOOKItMEGG8Si0BWU+AwEAoFAIBDoC4GeSRAc+cEPfjBZTZhmzWqzUuohPKw93A2sOC0Tj3VLzjjjjEi11xfcsVMgEAgEAoHAeAiw/nDBXnrppUvq27wwcPrIRz6S9tprr3LoscceW8agM888M/FOyAvMjldk/B8IBAKBQCAQCHQRGJUA2ePoo48ulh9+1rvvvnvKKw6XA3/xi18krnBbb711Ovzww0tgarfE+BIIBAKBQCAQCCwhAr/85S/TZz/72SQBz0477ZRe9rKXdUu07gul3Dve8Y6SDrv7R3wJBAKBQCAQCAT6QGBMAjTa8YJUvWqGuNH2i+2BQCAQCAQCgcCgEeCWbYXzkEAgEAgEAoFAYDIITIoATeZEcUwgEAgEAoFAIBAIBAKBQCAQCAQCM41AzyQIM12pOH8gEAgEAoFAIBAIBAKBQCAQCAQCU4FAEKCpQDXKDAQCgUAgEAgEAoFAIBAIBAKBoUQgCNBQXpaoVCAQCAQCgUAgEAgEAoFAIBAITAUCQYCmAtUoMxAIBAKBQCAQCAQCgUAgEAgEhhKBIEBDeVmiUoFAIBAIBAKBQCAQCAQCgUAgMBUIBAGaClSjzEAgEAgEAoFAIBAIBAKBQCAQGEoEggAN5WWJSgUCgUAgEAgEAoFAIBAIBAKBwFQgEARoKlCNMgOBQCAQCAQCgUAgEAgEAoFAYCgRCAI0lJclKhUIBAKBQCAQCAQCgUAgEAgEAlOBQBCgqUA1ygwEAoFAIBAIBAKBQCAQCAQCgaFEIAjQUF6WqFQgEAgEAoFAIBAIBAKBQCAQCEwFAkGApgLVKDMQCAQCgUAgEAgEAoFAIBAIBIYSgSBAQ3lZolKBQCAQCAQCgUAgEAgEAoFAIDAVCAQBmgpUo8xAIBAIBAKBQCAQCAQCgUAgEBhKBIIADeVliUoFAoFAIBAIBAKBQCAQCAQCgcBUIBAEaCpQjTIDgWlG4KabbprmM8bpAoFAIBAIBAKBQCAQmJ0IBAGanddtqGv9ox/9KN3rXvca93XJJZekX/7yl2W/3/72t0PdJpW77bbb0je+8Y1uPX/961+Xup955pndbYP4suGGG6aDDjpo3KIuuuiitN9++6VHP/rRaZVVVknrrrtu2nXXXdMJJ5ww7rFTvcNll12Wfv7zn3dP8853vjM98pGP7P7ut43dA+JLIBAIBAJzFIF//vOfZSw57LDD5mgLo1mBwPAhsMzwVSlqNNsRWGedddKLXvSibjPOPvvs9PWvfz299KUvTf6rYtL+17/+tbwWLlxYNw/t51577ZV+8pOfpKc+9amljsstt1xaa6210rLLLjvQOv/tb39LV1111Zhl/uMf/0iPe9zj0o033pj22GOPtM8++6Tzzz8/ffOb30zPfvaz0wc/+MG09957j1nGVP750Ic+NL3uda9LW2yxRTmNa73GGmt0T9lPG7s7x5dAIBAIBOYwArfeemsZB6+55po53MpoWiAwXAgEARqu6zEnanO/+90vvec97+m25XOf+1whQLvvvnt6xCMe0d0+275cffXVaamllupWe6ONNkq/+tWvur+n68t///vf9MQnPjGtttpqxYKGhFV505velF796lenN7zhDWnNNddML37xi+tf0/rZHsj/7//+L3mFBAKBQCAQCAQCgUAgMNMIhAvcTF+BOH9BQAzLu971rvSEJzwhvfCFLyyEqQ3N5z//+fS85z2vWD5e+9rXFo1Zex8udSxNj3nMY4oVqumyZt/jjjsufeQjH0mnnHJKetKTnpTe9ra3Fdc2/41V/sc+9rF0xhlnlHPutttu6ZxzzkkXXHBB8t1nlSuuuCJ9+MMfTjvuuGN62ctelr72ta+lm2++uf6dWLpYZ5773OemrbfeurT1y1/+cvf/fr589atfTeeee2765Cc/WSxQ7WPUFdFsklB4Oa4pP/jBD0r9m/XjVoeo7LDDDmnbbbdNSOuf/vSn7mF//vOfyzFXXnlleve735223377YnE66aSTyj7Kgsktt9xSzrfnnnuW7ccff3whZd2CenwZC3+7c6vbd9990+Mf//j0lKc8pbj/jWcp63Ga2BQIBAKBwKxFYKx+8tBDDy39YrtxPDB4CnDjJtddd13af//905Of/OT0tKc9rbhc67OrnHfeeaUf/8tf/lL6d2Oqvp8YU1/+8penxz72senpT396GQeuv/76emj5vPDCC8t24/krXvGKpJw3vvGN6Tvf+c6I/cZqy4gd40cgMAUIBAGaAlCjyIkjgNh873vfS5tttln63e9+l3baaacRJOiVr3xlITSsH4jLb37zm8QC04wd+sIXvpA233zzdOmll5ZOvdPplM+3vvWt3Qr99Kc/TZ/4xCcK8TB5/tnPfpYWLFiQxiv/zne+c1p++eXTMsssUywr3N/+9a9/pSOOOCL9+9//LuUbVNRNXM7aa6+dVlhhhXIeJIsYfNQPAbv73e9eJvKIzHOe85x01FFHlX36eRNbs95665XYn177aw8LkQELUSHHHHNMErPUFOdWf+4XhDVLbA6ip573v//9C4lxTS6//PKyT22zdiI1G2+8cSGFrteJJ55YLGQsTyxld7rTnbpub+pssBtNxsMfdtttt11CtMQ8ufba9PCHP7w7qI9WdmwPBAKBQGAuIDBeP7nSSiulAw88sLhDN9tLuWhcNDb85z//SZtssklR1N373vdOD3vYw9KHPvShojSsY4GYJGPDs571rPTHP/4xffe73y3jn3Ke8YxnFNdr5MkYS9FmDKtiPKSANM4ZO5RpPDHunnXWWXW3ccfc7o7xJRCYKgTyDRwSCEwpAscee2wn37+dbJ1Z7Dw5YUL5L3e0ndtvv738f8MNN3RWXHHFTtYyld+nn3562efggw/uHp871c6mm27ayVaUsi136p273OUunec///ndfXzJ1oxO7vQ7v//978v2bNEoZX3lK1/p7tdP+XbOlqlOHji6x+V4oFJWJlVlW7aydFZdddVOHjy6+2RrTCcToU6OeemcdtppnUyiOtny0v0/W0xKvXfeeefutky2Om95y1u6v9tfNthgg06O/2lvHvE7k5FSt2zpKtt7lXnIIYeUfbL2ruyTXec6OXlFB/5VTj311LJPJpdlU71eOcar7tLJcUidHNvVcQ2raOcBBxxQf3Zy/FTZp25o1qcf/HMcWanHt771rVpE54c//GEnaxg7meh1t8WXQCAQCARmGwI5IVDp33Lym1Gr3k8/qS/P8Zadt7/97d1ysqKrlJ29Ecq217zmNWVMvPjii7v7ZCt/2cd4Rb7//e+X39lTobtP9l7o3POe9+xkS1J3my/ZOtTJCq+OMZkYB/Tv2Q26/PaWY1RHtK+ftnQPji+BwBQhEBagqWKWUe6EEKBpqvE1mfykLbfcspjNFcLkLtHANttsk7hoeUmewEXrxz/+cWJ+ZwliHZKooCnPfOYzi4Ugk4/uZlqwmsjAxn7K7x48xheWE5YQ1p8q3A64bsnQxoIhaYF2ENvzJL5YSViP+hVuZixRYwkMSds1YaxjMiEq2DqWxYVrn2QFpF0/7azC0vWgBz2oaBbrtol89oM/TaV6vf71ry+uf+4BLhhcKsSchQQCgUAgMJcR6KefZAHiXs3Vu0pWQBZXaW7N5OSTT05bbbVVygrH7njKo+EhD3lI+va3v10PK5+sPVXsI3OrcYJkRVmSAZXrXJ6fdscIYzLXN4lvqjTHC9v6aUs9Nj4DgalCYOxZ1FSdNcoNBFoIZM3SiC0rr7xyIQg2mojrZJnqe4nJcPVPXn/99UfswvSerTKl465/ICg68yr9lC+r2Xgi2x3Xs6YgW82BQBzOxz/+8ZQtUoWwcTPjkiBteL8is5pBZizhw02ytWis3Ub8h5y9//3vL65s9fjabgNcU7jwNcXA20580Px/rO/94o/svOpVrypJHpT34Ac/uBAiMUchgUAgEAjMZQT67SfF63Bf43Zs/JOESFZWSjPjKKUWInOf+9xnMbiQoqa0x1PjgthP2VApIbPXRdfN2RghBpYLHOVUU9TDGFGl37bU/eMzEJgKBIIATQWqUeaEEajWn14HynbmJRi/SVzqvggOP2UirqeZFc02E/tmZ99OW91P+coZT9RDpri2GBDudre7FWLBIrXLLrskSQlYudR1opnxECBaPbFSfLmr1PP4LR02EolgEfg2g1xtQ7yaImmDYFmZ5Fip1EvMD+tLmwCNdb2aZfbzvV/8aS3/8Ic/FLKbXeHSF7/4xRJgywLVTLvezzljn0AgEAgEZhMC/faTYiQf+MAHlphLSXcQnl3z+nDE2Cc2U+KDaskpf9zxtvTSSzd/jvA0EE+K2FjOQFyt8YvlX1IfCQ6MEdn1rcQZtZVhPAqai3X325YRlYkfgcCAERh5tw+48CguEBgEAgLzERsuZjRO9UXLZa0ZWiv7kHaWGS5mJv45XmjUqvRTvoMNDjry0YS1hWasKdnXuSQ8kHzBAqUIj2QNXAJ856JGq1aDT5vHjvadWwKXOhnWqoubJAWsSDLuWEQVDoJhK9lDhmoig1puMyBVu1inaA8lbZChDrGoi7yO1e5aXvMTQWprE5v/N7/3g78EDTLOZb/1Quq0XdIM7XJfhAQCgUAgMJcR6KefrO3Xj0tKQ0kkUUy15PtfOVzQ9O91LGWdkWCh6TpXy6qfFjinZJPMQBY4Fnj9fHOMMN486lGPGpHAyPHc7prjwUTaUs8fn4HAwBHIrD0kEJhSBPpJgpDN9SPqkCf5nazJKtty/EknT/g72ZrR+exnP9vJ2Ww6Rx55ZAnkzC5b3eNyJrmSUECCg2yJ6Qi0zJafTrYclEB9O0qCkC0a3WN86bd8SQIEmAomzQNBp50EoQaOSsQg6YL/82DQyRP3cr6corQEgn7pS1/qZG1Y2SfHMZVtj3zkI7t1aiYI6G5sfckWr07WxHUe8IAHFCxyhrfOe9/73pI8IncSZXsmLd2jJFmQmAA2kgZkN4ZOHvTKuTOJKvupC4xziu+ObRIorL766mWfGpxbkyC0r1eOqerkzD/d82Vy11FeJmJl21hJEPrBH14CcLMfe0mmkReC7aiTtuY04t3zxpdAIBAIBGYbAjUJQvYQ6Bgn2i8JC/rpJ2u7JeKR/Cd7THQyYamby6dkPPrNnMK6k12py3iQLURlfDCukDqWZcVT+e3NuKs8yYmyq1tJ9vPOd76zJEBQnjqSrJgq586eCh3Jc/T9kgPZp44jE2lLKTTeAoEpQIDZMiQQmFIElpQAqdz5559fJthZ41Q60vve976dvffeu5t5xj7XXnttJ1tAOlkLVfZBVp797GePyEbTiwD1W74sdkiHjvxTn/rUYgRIOTr8nAa67GO/nAa0I8MOQSqQNINBtiZ1svWiEBGDSA7w79azHwKkvOwC18lua4UYOBeCk13XOjlRQAcBQap+8Ytf2LWTfa47WRPYrRdymX3Dy+9KgJAaJEbdvJArWddy7FUnW6xKOf0SIATLYKleBsuxCJCC+7m+Bu6cSKK0U7nZjaKT11wq9Yq3QCAQCARmKwKVAOnXer1qBrd++smKQV4rrfSVMqS2hRIux8KWcyFKlITZWtTdrRcB8qf+1thrfHAcEiWrqTrnZQ66x1N85bifojA0fmQLUNmnScYm0pZuwfElEBggAkspK9+8IYHArEAga47K2jZjJQ3g8ibIc/2cEGG8bGntRvdTPl/ou971rt2sde0y/BYgKl6pnSzAf7K4ZQtGcVnLA4lNSyxcw5yLWwPhg53TUBf3h0wCu+VzYZCYgR/3aFJd5aznsySineKv+IX3K/3gr0ztcH1DAoFAIBCYbwj000/2g4m1gbLirIxn/exf95F4yHhTs43W7T65VnPRNkZWqeNxJl5lYdW63eeg2tIsM74HAv0gEASoH5Rin0AgEAgEAoFAIBAIBAKBMRGQYEHCIplOxRaJH5WEIbtfpwsvvLCnUnDMAuPPQGCKEAgCNEXARrGBQCAQCAQCgUAgEAjMJwQkRcjudyUj6sYbb1wytMpGJ8Noe5mI+YRLtHX4EAgCNHzXJGoUCAQCgUAgEAgEAoHArERAZIXFyWU/tRSDzHAyzoUEAsOEQBCgYboaUZdAIBAIBAKBQCAQCAQCgUAgEJhSBAYTgT2lVYzCA4FAIBAIBAKBQCAQCAQCgUAgEBgMAkGABoNjlBIIBAKBQCAQCAQCgUAgEAgEArMAgSBAs+AiRRUDgUAgEAgEAoFAIBAIBAKBvbtFPQAAAddJREFUQGAwCAQBGgyOUUogEAgEAoFAIBAIBAKBQCAQCMwCBIIAzYKLFFUMBAKBQCAQCAQCgUAgEAgEAoHBIBAEaDA4RimBQCAQCAQCgUAgEAgEAoFAIDALEAgCNAsuUlQxEAgEAoFAIBAIBAKBQCAQCAQGg0AQoMHgGKUEAoFAIBAIBAKBQCAQCAQCgcAsQCAI0Cy4SFHFQCAQCAQCgUAgEAgEAoFAIBAYDAJBgAaDY5QSCAQCgUAgEAgEAoFAIBAIBAKzAIEgQLPgIkUVA4FAIBAIBAKBQCAQCAQCgUBgMAgEARoMjlFKIBAIBAKBQCAQCAQCgUAgEAjMAgSCAM2CixRVDAQCgUAgEAgEAoFAIBAIBAKBwSAQBGgwOEYpgUAgEAgEAoFAIBAIBAKBQCAwCxAIAjQLLlJUMRAIBAKBQCAQCAQCgUAgEAgEBoNAEKDB4BilBAKBQCAQCAQCgUAgEAgEAoHALEAgCNAsuEhRxUAgEAgEAoFAIBAIBAKBQCAQGAwCQYAGg2OUEggEAoFAIBAIBAKBQCAQCAQCswCBIECz4CJFFQOBQCAQCAQCgUAgEAgEAoFAYDAIBAEaDI5RSiAQCAQCgUAgEAgEAoFAIBAIzAIE/j8QKDKoGmunsAAAAABJRU5ErkJggg==" />

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```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. number of training lemmas
Saving 6.94 x 4.29 in image

Training Lemma Drop

```r
ns_lemma_drop_lm = lm(log_test_acc_drop ~ ns(log_train_lemma_diff, df = 3), data = df)
pred <- eval_model(ns_lemma_drop_lm, df)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjg0MTEyMFxuIn0= -->

[1] ^2: 0.841120




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<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lIFxuICBnZ3Bsb3QoYWVzKGxvZ190cmFpbl9sZW1tYV9kaWZmLCBsb2dfdGVzdF9hY2NfZHJvcCkpICsgXG4gIGdlb21fcG9pbnQoYWVzKGNvbG91ciA9IEZhbWlseSksIHNpemUgPSA1LCBhbHBoYSA9IDAuNSkgKyBcbiAgc2NhbGVfY29sb3JfbWFudWFsKHZhbHVlcz1jKFxcdHVycXVvaXNlXFwsIFxccHVycGxlXFwsIFxcZ29sZFxcKSkgKyBcbiAgdGhlbWVfYncoKSArIFxuICB4bGFiKFxcVHJhaW5pbmcgbGVtbWEgZHJvcFxuYGBgIn0= -->

```r
```r
df %>% 
  ggplot(aes(log_train_lemma_diff, log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Training lemma drop
Saving 6.94 x 4.29 in image

Having trained the preliminary single-predictor models, we can once again train the more complex multi-predictor models and compare them in terms of AIC, ANOVA p-value, and VIF as above:

Lemmas + Train Size

```r
ns_lemmas_plus_train_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_size), df = 3) + ns(log(Goldman_train_lemmas), df = 3), data = df)
summary(ns_lemmas_plus_train_lm)$r.squared

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDAuODg2ODM2NVxuIn0= -->

[1] 0.8868365




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29tcGFyZV9tb2RlbHMobnNfbGVtbWFzX3BsdXNfdHJhaW5fbG0sIG5zX3RyYWluX2xlbW1hX2xtKVxuYGBgXG5gYGAifQ== -->

```r
```r
compare_models(ns_lemmas_plus_train_lm, ns_train_lemma_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiA1NC43NjEzNzBcbiJ9 -->

[1] : 54.761370




<!-- rnb-output-end -->

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<img 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ynWaYpy3Jdfftn9+uuvzR67W7dubuutt3aTJ0/WvIwVV1zRrbPOOs3uU6yVsII9//zzbplllnEbb7xxsU5jxy0hApdeeqmbPn16ozNOnTrVffHFF/q8XXnllY3W2Q9DIB8EUKgZGz799FMdH1ZaaSXtz+i7S8E2WKzxgty5Z555xnXu3NlRQ6sapRLGmGrEzdqcBgHqAJkYAvkgILU7qCXV7Gerrbby48ePz+c0We277777ajukQGLG7U8++WTdVga7jNvms8G7776r5znrrLPyOUxZ9l155ZWbva/c9w022EDbJhNS3faEE05ItVUUYy8TVP/II4+klvFFar94KWDZaFkhfvz888/ahr333rsQh7NjlAAB3j+eI6kDlHi2Hj16+K5duzb60Oesssoq/s9//rMXauzE/WyhIZArAqNHj/abb755Yp8nCpD/+uuvcz1kztsXa7wQOnm9Lvr0apCksSNpjKmGa7E2ViYC5gFKoxja4twQwDL273//u9FO1OyArem+++5zb7zxhpOBxQ0aNMi1bl28yMv111/fUTekFJa6Rhdb4z/uuOOOtJguuuiievVYFvG89erVK4XGv/71LyeKn/vHP/6RWsaXvfbaq4lVv9EG9sMQmIfA8OHDDQtDoOgIQKqx4YYbulGjRmmfRX7ZEkss4caNG6d5ZrAR4lUmykCUiKK3p95PkDR2JI0x9Y6TXX/LETAFqOXY2Z4RBFBqCCVLksMPP1xD4AYPHuw++OADt8kmmyRtVpBlYhEuyHHsII0ROOyww1zHjh0bL4z9ojgl4WcmhkA+CIitsBHtdaZjEWrbrl27TJvZekOgWQRgEyR8ev/993d/+9vfUtsSArfpppuqIoQhR7zZzqjXU/CU9IuNMSWFu+ZPZgpQzd/i8l8gkxOKFRKrP2DAgCYKkIQVKJUtChK5QuSTrL322k0aLuEJ7vHHH9e4bCxzxGTjcWjbdv5jjKfpu+++cwcccECjCTteIQa4N99806222mput912a3J8CdFz5DPhwZCwrkbrsfp9+eWXbvfdd3fkvARhn/79+zvaPnHiRLUMbrHFFontD/uE/9lcT9g2/OccxHEzEIBTXCR8wg0ZMkSvT8KEtE7Kiy++6P773/9qLs/qq6/uJBxR85Hi++b7O7SNc6Dkcq/5IO+8847eJ5Rk8Jo0aZIjX+fee+/VHDHojINk+zywPdeK55Fzb7vttm6ttdYKh7H/VYoA7xoTzmxlv/32c1iLTQyBfBD4+OOPdfdtttkm8TDnnHOOen/wCMVlzJgx7rXXXlMD35JLLqn975prrhnfzL399tvuk08+cd98842jfyYvdI899mg0VjXZKbIgl74xsluLv5Lb++STTzoJWdZjkNu56667ugUXXDDxmIXCIWnsIGog5DGFMSbaiIEDBzpyVvEYk3fMmLLuuutGN9FcXO4ffcb//vc//f3jjz/qdhI27WCWNKkjBCozMs9aVU0IEI8v3oFmm7zzzjtr/PEDDzzQaDsJK/ASruZbtWrll112WS/WXC/eJH/uued66exS20rH5qVz0mNIyJXuI6+pl5AFL2F2qe2ScoBEOfELL7yw7rv44ot7UZj8csst5yURVJeFHKDmYq9DvpAMXqlzPf30036xxRbTYyy00EKp9tF+sSCmtks6brbXkzrIvC/kO3Tv3t3LIJuY+0B8N9dI/DSf3r17a/vAVZRG/Q7eN954Y/zQib9DDhDx45kkHp9Njg/3KHy4x6KM6b2OLjvwwANTh872eWAHco04jijYqftw9NFH6zLLAUpBWvFf4jlAMonyN910U+pD7hzPjkwU/a233urFCKLrfvvb3+p7IEaNir9Ga2DlI8BzRH8ik2svhpWsGyzhwbofz+hSSy2l3xkD7rrrrtQxxEDjZdKd2i6MG5xPlCAvnqfUtknjBStz6RtTB4t8yTUHSBQEH/p/ITPyjHG0l2Xvvfde5MgNXwuJQ9LY8dVXX/n4GBMacdppp+ncgXvA+Mh/7gHLxdAWNvOiROn6q6++WrdhLsA18VlvvfXS5iGmDmBfagoBLMQmhkBeCKRTgOj0xarm//CHP2gHI8xc/pdffkmdS+p36HKx1KQGAPEM+IMOOkiX33PPPaltxaKjk1yx8ugyYYNRJYmO6+yzz05tF1eAON4aa6zhaaNY6FL7HnLIIXoO9m+JAsR1MChwXAnrU2VE2NL8U089pcrZAgss4Ll+JGlAy/Z69ACxP1wv7UaZiIp4WXQ5nT4i3hX9feaZZ3pwQMCPAQKFVdiGdFlzf8IAyDUwIMY/0YlC0uCEwktbJXSk0Wk4LgpvVHJ5Hu688049rngW/ZQpU/Qwr7zyit4PzmcKUBTZyv4eV4Dird1ss838xRdfHF/sha1LiRB4vk0MgXwRwLgUxgUmz+KF9BdeeKEXBk8vLISJh6fPwrgk3mcPgQJCH4sShZITxoCLLrpI+6tTTjnFiwdCt5N8WB/GKwx+QZLGi1z6xnCc+P9cFCBhWfQSKeE7derkH374YX3XMEg+8cQTOu4tvfTSTcbyQuOQNHYkjTEomvT5O+20k8d4goCxRHnochTHIChAKEcYCTGmQJrDfZNIEt32sssuC5va/zpAwBSgOrjJxb5ElAA6oOY+MOigDEWFDpZ9Pvzww+hijyKBAsFEnU6XjpsBCSa5qFeIQYkOS0KgUvuHASWwwDHx5hzXXHNNahu+sC/HZ11LFCAGKTrc+MSeY0uIgB4XpjMkPqDlcj16gNgfLGG0m8l/VI4//vhG18OgynYS+hfdzP/nP/9RC3oYLBqtjP0IChDHSfpwT4IkDU5JgxjbJylA2T4P7I/yhBeMgToq119/vbbTFKAoKpX9vTkFiAkkExa8uEnCey2J6UmrbJkhkDMCjC9///vfPca6aH8nIV9ewqr9999/3+iYeCEZq4LyE1Y+99xzqpwH9ksUHyIOgrEmbMfYx3n22WefsKjJeMGKXPrG1IFiX3JRgHivaNcll1wSO4r3eE9Y17dv39S6YuCQNHbExxjuF9EdzEGCshkaxTwCj5wQJ+icguUoQLT9tttuC5vpf5RWlrPepH4QmJ88IXffxBBoKQJi/XESyqS7EzdMzLBM1J1Q2CoLHHkxbBNEOivNmxEqW01glklQWKX/N9poI83XgZGHmi4wyJHfIx2tJqlKaJcTz47LRHpALQeEOOuoEOvLMukIo4uz/k6OArk1QchnoaYQ8d3EFCPUKkkSyARaej0cTwZDJ1ZxJ94mJwOqEyud1mF69NFHNXcp5MGQbyMKouYtQWIgYYiaJ7Pjjjs6PrkISb9JiebkIhVCcnkewA92Qa5JJh+NTk/ul0w2Gi2zH9WLAHXEYBkkxycp8Zz3m3wAE0OgEAiIsu3+9Kc/uTPOOEPrAJFTQm6PeIEc/St5pI899pjmUcrkW7ehL5aJdqPTkyfDJ8h1110Xvup/ckcZHzkekm6sYF0ufaN4NhKPJUoCh8pawrgpHrEm+5DPCz6ivOm6UuHQpCGygHwf8GEsEKr8RpswLopC48TTo1hH83qZR0SF3GOE3FST+kHAFKD6uddFvVImx2KxaXQOCR9wFDE89dRTNRkeCssgJHMi/G+uaCbJoihAkB+gYDEYkdB/+umna6IjDHPi6UhL0RwUK44RF5SzfIS2iTVMB0e+Q/stniot/spxxY6S9vAtvZ5wwKOOOsode+yxSogg8dJKBCDufCcWu7CJKjuwFjFYMQjwQfHbfvvt3QUXXNCEjCK1Y8KX8847L+tE3YTdMy7K5XkIuCbdU8gxLJE1I9xVswHvE8nJEsai5CMQXTCZQwHm2b7//vvdCy+8UDXXYw2tDgRQhEig5yMhlkogw3iGInPkkUe6b7/9Vg1eGKAknzTjRaEk8KxKWLcaB6Xmle4TCHVCn5Z0oFz6RhQqxsS4iPcnvqjZ35D6gEHStdHHYnhizEMw/JUCh6QG004knSEuLKetUQUorrBiVEO4Tyb1g4ApQPVzr0t+pUzGGSgefPBBhyUJjwUTGiR0OBJGpgNMusaFmjJ0unTusH4x4cH7glVOcgOchJg5CetKPESoUUMHHZ8YU/E7SZIGI3GnN9oU6x1WJCpTcw1YoBgs8VxJaIC75ZZbGm0f/9HS6wnHCZ4OlE4UIAZXrk/yp8Im+l9IARR7yY9RjMAOpjssm2C2dQKTXKMDlOhHLs8DXkGEexoX7p0NYnFUqvv3zTffrAaOk046qdGF4B0SIpKcvZmNDmI/DAFBAONVnz591HiFoSguGO8kLMxhUIPFEkbQ4H1uznsTjsOzy3FXXHFFjWBgnMDwJ7k0TkKxw2aJ/3PpG+n7op6ncEDG3Vz6Rbwn9KUoTnHPPxEeEkKeGsPD+mLjEK4l+p92IkljAcsZn5GAof6QP2EeEn7b//pEwBSg+rzvJbtqYXPSUDZJ4nTXXnuteiM4ueSAqIWJUICk+kHCMqMhc0xy6NygKMW9T/gX1KGEOWFFYxB56aWXtHgdg0lcsPpA4xkUluj6YFkLy0InSecel2DtCstvuOEGJyQCatE74ogjwmL9j5KGpFOw8rkePbD8ARfJd3KSoKphACg1UHRLLHTYRC10tGWXXXbRQTEMjNS4gNKVfStFAcrleYBelskH9zQuhEQQjmhSOwhAcy+sheq1JDQH7w9hnlDlW8Hj2rnP5bwSnrHvpHwCdP14uyXHMLE5waDGWEEEAc8fHpC4QLWMMQrjGOMDyg/9FmFjQXFiH2ixkXRjBety6Ruh8E5H4500rnH8JCE0HUWPwuVxSnr6XZSj4F0pFQ7p2sly2pkkYXloa9I2tqx+EWgwx9fv9duVFxkBwlWEHlPPQgjBsGHD9DuDAHkoH330kYZvRZshCYnK4Y/3Ajc8yseWW26ptYSi2zEY0bGRWxSUl+h6vof6MtQgigpeBMLQoiKsPfqTWkHRAYl8JtqJBO9QuA7qDUQFRQ2PFJJuIp7P9UTPRSgG5zjuuOO0cCS/o0LoBnWSUI6isv766+vPdLUcotvm+z1YB+MWOpZHl+XyPHC/yaHCq0Uth6igmJrUJgJ4TSWRXEOQhP7elJ/avM1luypyQunfCbnEkBIXFAIKPROVQL+PF4G8SvqgoMiEfYgAYHs8S2GsoD5QVPnhXMHblG6s4Hi59I3h/Pn+33PPPfUQl19+eWrMC8ckrxQhvwYpFg7pxg496bw/YIqChhE05CSF9UKY4DC8cq+aC7MP29v/OkRAXkITQyAvBGBgEQWk2WMEXn+YcIKIJUn3Y18JG/PSiWn9HKm8rdSi0EsHEasWCTVaC0TiqL0kpHoJO9NlUcavOAsc+wc2NJh2RBlQemhoqGGH4ZiwUAWB+jScR8LKlAYVtjhqNbA8MNmJQqW/RZnwDz30kJcB0F9xxRVKfRpY8cTzpIeNs8CxMNvrCe1K+i8hDV5CKrQd0JJC4xoVCRlU9jzJlVEMJPxNWfPAV8LlvBScjG6e+F2sj3p8GIQySZyhh+0lZ0v3F4uip55LYFGCPQ48JewkVS8jl+eB48DwA9YSIqXMdtQFksmCPjvRZyJTu219eRHg/eNZEI+uNkQs8V7yBr1MIPW3eCv1N8uSPvQHJoZAvgjQx4VxSjzsytpGnyX5pvpdjHFejG5eyHhSpxIPu45hMJFJfpCnj4WNU0KztG+GZlkMPUq7zDMu3iVPuQLY4UTJ8LDLMf6JNzN1zKTxIpe+MXWg2BeujzbQNmpqJX3EW5XaKzCmQRHNWEbdu7BM8k8bMbIWA4eksSNpjIFJT5QlLyQIWiuJcgjcC8YGPtHafaH9EnmSuk6+iMFTsWFcNqkfBNDuTQyBvBCgk8mkAEFLzXZ0wNSnCSKx1F68OzpRZx0fJuzxSQ0dFvWBxPqv27Adg9SJJ56oBT/D8ZIUIBQFaudAncx+HIOBDgptfkcVICZftIflfCj+Rg2SUGsgdKYoG3/84x8btQdaZorBobixr3hmtFlJA1q21xOuK91/aEo5F5PEJGGgFS9Z6noYxCUUwwuRRNLmTZblqwCJZVPpY0PBOWFQ0nNI/laqMCsU6UGyfR7YHpypv8HgBwbgz3FRbE0BCohW/v+4AkStKRR6FFsECmB+p/tQZ8zEECgUAtBgSz5nqrA1fQsKDkWlxXvf5DRMyqFiZ7vwwdAX3XbAgAGpoqJswxgkIclevEP6X7woqVp4SeMFJ82lb2zSSFkQFKDQxqT/9KFBKKQtZDmqMIVtMZ4J82oj5SdsX2gcksaOJAWI89NnSLh7Cn8MYRJa7yVyIzRP/5sC1AiOuv/RCgTk4TYxBMqKAAmU5KvAikP8NWFOSQIZAeEJxF6H2Oik7dItI34Z9jByaJoT8nsIk4NiN11b2B/aTIgeCM+RCVpzh0xcl+/1JB40tpDkV65FlFDFTJS62BbF/ymDryakglNUoAyHvlQU6OhipXLN5nlgJylKq9dG3LpJ9SFAiCn5POT0iZGk+i7AWlyTCBAGTZ4o+UEy8ddw7OYuNIwF5MQkPcf0w+K51jGDPNZ4n9fcsaPrsh0ro/vk850pImMcY24SK1z82IXGId3YET8vvzk3uVyM25YfmISQLYsiYApQFA37bggYAoaAIVBSBLJRgDBIkCeBAo2iRP0uFF9qkqA8mRgChoAhYAgYArkgYCQIuaBl2xoChoAhYAiUFAGo26EKJqEZgV2LoqgkkEOOAiWxiSFgCBgChoAhkAsCpgDlgpZtawgYAoaAIVBSBKC8h/0NOncYIqlhBTsV4ZPrrbee1mcpaYPsZIaAIWAIGAJVj4ApQFV/C+0CDAFDwBCoTQSgSoc2noLH5NhB6Q41vrAHOmjcJanZURvIxBAwBAwBQ8AQyAUBU4ByQcu2NQQMAUPAECgZAhRvJAk7EJEQDkfOj1CgaxtGjhypBSlL1iA7kSFgCBgCBUYAgiIK8FJjitp9wpaaOgNkHMK8p8QOm222mRaWT620L3khYApQXvDZzoaAIWAIGALFQoBixxQyvPrqq51QujuhE04VYKT44YMPPqgFlYt1fjuuIWAIGALFRuAvf/mLw5gjtfucUI87qWnnYKxFrrnmGi3E/uKLLzqpv+QoUgsRjEn+CBgLXP4YOimY6X744YcCHMkOYQgYAoZA/ghAwyt1qvI/UAmOkIkFjoFfihgrNbrUZ1ELKF4h6NPJDXrggQeUHa4ETa3IU0hhTieFmCuybdYoQ8AQaB4B6NEff/xxt/3226fo0//1r3/pd5ZJ0XUlfgkU5Mw3KfkgRdubP3AZ10IdL/XZnNTPKmMrMp/aFKDMGGXcgpoy1K5J4v7PuLNtYAgYAoZAARGgtpQUF3Xkz5AnU+mSSQGi/ZMnT9b6X1I0N1WPBW8QLHD1LrvttpuTQpCuZ8+e9Q6FXb8hUPUIoBBJAVd9n/GAS9FyJ4V2tR4VF0edIwxAeMbp46mXB0umFLHVvpGQuREjRmiZgDXWWMNJofCSY0Kbn3vuOSWuKfnJczhh22y3tToMzSMl1aOdVHZufiNbawgYAoZAkRH44IMPdMBkkKwVwchE3Z9bbrlFC0geffTRTqq918rl5X0dUINfddVVeR/HDmAIGALlQ2D27Nnu4IMPdhQrx/NNZBGKznvvvZdq1F//+lc3ePBgd99997ndd99dc4MID44KStQ666yjHnK2L7V06tRJlbRSnzfX82WlAJF4CtvOTTfd5I455hh1x0FF2rlzZ3f77berhoqmWWsC+xBUq5mEhxat28QQMASqEwGSUK+//nr3zDPPuOWXX15Zxvbbbz+9GKrBX3TRRe6dd95RxYIinObtLd19xvuz//7764SAs2633XbuwAMPdJtssok7/vjjdeLfsWPH0jXIzmQIGAKGQIERwHNPqC/hY08//bR6cwjzRZmZNm1ayuCD14eC0Mj777/vrr322iYtad26tcMzzHqT9AhkRYJQr3UYmABtscUWGT8wFaEkmhgChkB1IpAuCZXB57DDDnOEXqEAEVJ2xBFHNLrIWbNmubvuusvRX8DgQxLr6NGjG21jP1qOAOMPxU4ffvhhxZYjcR9uvPFGd/fdd7vnn3++5Qe3PQ0BQ8AQKDMCRFiR70MYG8pP8G6jAOH9/v7771Mt5DteIaRDhw6aG5laGfkydepUXR9ZZF9jCGRUgOq5DgNx1UxuMn3ANGjkMXztpyFgCFQ4Aig5P//8s3p5eI9JLu3du7dOuD/88ENVZs4991ytQ3PDDTe4V155xY0ZM0avatKkSZqHctZZZ6lXaM0119QBjP8oTCb5IcC9IbyDSAO8PkQdINQCginpyCOPNAUoP4htb0PAECgzAocccogSGxBlhUEdr/eMGTO0VSG8ld/UPOvfv7+OT6yEBOaf//xnkwgkwoUhUmC9SXoEMobAVXodBtrHQ4HFlXA1BsZu3bpprYhVV11Vf6e//ObXcCzckSaGgCFQuwgQLgCTWJCZM2eqkkNowbBhwzTGmr4AITabGjQs5//JJ5/sUILwUAQjyN/+9jednO+7776O8DnioU1ahsD48eM1/IOwxCRhOZ4hE0PAEDAEqhGBjz/+OBVBFB2HYFHD8NO3b1+3xx57qNeHsYqcnpVWWkkvlWiDDTbYwDHWXHbZZW7FFVdUQhTGJcK0OYZJegQyeoAqtQ4DeTcUh1pmmWXUYkuOErSvxx13nMaLr7766hojDsOQiSFgCBgC2SBAv3LooYeqAeWAAw5QNp04lSdhCdRhwEr30EMPaZ2GoPxwDgap6667Ti145BSZtBwBcGUMik4MwtEgeSD0cLXVVguL7L8hYAgYAlWFwHrrraeEAfRn0Q/KDwLDG7k8GPoJfzvqqKNS14cB6M0339SIBKIOyIXcfPPNdV5MTaEQSpfawb40QiCjAsTWMO888cQTSn6w1lprudNPP12tnjvttJPGxlOYqdSCZku7IGWgDgJFo0hkhjWDBwX33+KLL67acZRBo9TttPMZAoZAdSBAEio5PIT9RpNQ+R0VtmNiPnz4cA2P3WijjaKr9TsDEVW9IVIxyQ8BxhtYNg8//HA3cOBAvT933nmn5mbiYTvppJPyO4HtbQhUCQIYXngfqAOzzTbbNGIHq5JLKGszmSf2TEMX39y6sjZ63smZz2JciwuKz7vvvqtRCfwnGorxK2qUi+9jvxsQyCq+i3h4Yt4Z8KN1GNA8y1GHgfjGe++91/373/92KGFxoSbP2muvrUnJsAcRIgFjkIkhYAgYAkkIkIS68847O8Jm8SqE2gkUn4sWOSYfkL4wOogSDoeXIipY8ugvSWo1yQ+Bc845x6F0UhE9xMVTZwLMiX/H4mliCNQCAq+99pp6lUeNGqXhTFj78RAEufjii/VdgOr+P//5j+Z40B9VQ72vcA3l+s98FSNKyN+MtqO5dfTlFB+Fdpr6OoEllNycShLGpOi4VEltq9S2NFUn07QUJgosmiEWns3KofxwXiYctAM61ExCEhgPt4khYAgYAukQSJeEipUVzzJF3RgIocpmQoJ1jQ/rL7zwwiZJqIQvkJNInQaT/BDA6kl8O4ooYR0PPvige+utt3QciDPy5Xcm29sQKB8Cp512mio0eHkwNOOR2HDDDR3EK0FWXnllB2MlYbn0LYTsDh06NKy2/2kQeP3115VE5YwzzmiyRXPr6PNhAYVwhegn7hFGMuqQEX1kUt0IJHqA0HJvvfXWrK+MBwOGnlIJ3p3FFltM3Xwkf6UTOgdC4SxGPB1CttwQMAQyJaHiESIvCDIDlB7yfoJQEwiqfIxB5B9CkoBnGnpm+lDit03yQwAFc9ttt3Vbb721Kpz5Hc32NgQqDwGiVOhLUPB/97vfpRrIcvoeIlj4kNyOENZPCgDhtyhLJs0jAEYoihizzjzzzEYbN7cOrw95nDB6Mu8MguGFPp8IpFAvLqyz/9WDQKIChOXy5ptvzvoqyAEqpQKERRCNnIq5WAOxhMDIREgEDE5Q2lIpl8RZYvCJizQxBAwBQyAJgZCEmrSOZbvssouDjYx+BcNLVLAGfvTRR0qhDSkLBevWX399LdpJXQeT/BCAaALvD8m8KED1JCNHjtScp0zXjMHSQi0zoVTZ61F+IHGKKj+0mDArlCA8ytEw/quvvtrhuUA5IizUkt2bv7/kz6ST5tahAB177LGNlB+Og2cOJYhUDFOA0iFb+csTFSBo9SZOnFjRrccquPHGG7v/+7//U09QvLHQV/Ng8gBHNff4dvbbEDAEDIFMCGB0iSs/YR/yhMhFMSk8AtT9Iezns88+0xDEaAh24c9WWUck3JJPJglGv0zb2frKRQAyDxSgJGGeQ75PVIhsIR+RuRpFMZkHmRQeAcJu0xn311hjDTOuFx7ykh4xUQFK1wJq7vBBKFBHiBmWUSxV5Si4BDkDHQcPKQnH1OMgV2nppZfWj1lF0t1JW24IGAKGQOUjgMLDxJB6F+uss47mX+HtjwoGLnK4ak2uvPJKxyeT4P1pzoqdaX9bX34ECK1lDpMkLGc9Cg9hbzDgMreBqAWvKMWaTYqDQI8ePdJ6YWGkTFefrDitsaMWGoGsFCBCyGDPSEfpiqelHApQAAMLLB8TQ8AQMAQMgdpCgCRwaMWhd+UTF0Kga1EBil+n/a5dBGCrvfHGG92RRx7ZKJxx0KBBmnOIhxmFp1+/fqoI/elPf9J3gfIkl1xySc0Bg4GdKCRqrrVp06Zs19enTx/N7WT+S2hzEFgoiS6K5oOGdfa/ehDISgEiuZc40/PPP989+eSTGlIGDz0vIzHa1GSoVEFL5yWCGjtXeeGFF9JaZeLHIgzBpPYRwBgAHS95HyRBMmiR+G5iCBgCxUHg22+/Lc6B7aiGQIUgQG2f559/XkkNUG4I+4SchVyfXXfdVYu709SrrrrKwWT2j3/8Q4tiHn/88Y0KY1bI5bS4GVOnTnXnnXeekshQ7gTiGULQ8IQussgiLT5uS3ckx6p///5KdIMyRNjbF198obk/UJTvvffeLT207VcBCGRUgAh544aj7fIw4IalZgZWB+ozQAOLIgQhQSUKDHUwxREzm6vA/oQClY3wsppUNwI86yjzsHhR/JLk+FNOOUXrMXBlGAFISqUoIwMQjDwYB0hSNTEEDAFDwBAwBFqCAB5OJtpXXHGF0l7j6VxxxRWVXIX8npD7Rrjnyy+/7KDKRjlgv1oRjMg77rijowYSJFxc65AhQ1zfvn3V2IjXhRSHfISQtZDGET9OunUwesL2xhwY+n22g3xrn332iR+ion6PGzdO20maCCGUzIONMbDxLcqoAJFXAxf6ZpttpntSdTbEJVN8i9CDRx99tGIVIAqHobW3RB5//PGsdqNzshjsrKCq2I1wt0O1S+eLMk+dhRdffFG5/5966intmOlQsL4F1hcsc5BxmBgChoAhYAgYAvkgQF4P8xU+mSReeDnT9tWwHoMztY8wuIc8PwzYpFesu+66angsV7gfXqh0ZAiViC1zlwMOOECJeyDKIE8M7FAmyac0aUAgowKE5kiIz+eff+5WWmklt/rqqzviUvECdevWTS0QTBorVexmV+qdqax24enBu4nHLwwuKDdnn322en2oIUAYJdY4qI7pYC699NK0zD2VdXW5tYawVihWoX3G4EGtCRNDwBAwBAwBQ6BYCFBvh1yboPyE8zD/hAiFfJtyKUChLdXw//vvv1dvDxEqFM2FwRR59tln1XiLQ6C5+pnVcI2FamMDMhmORp0fQn0ee+wxtYiTU0P42yuvvKKuSqt3kQFAW13RCBDu9sgjj6hnMyg/ocF0IO3bt9fct7AMAwBsPGPGjGlRblk4TiX+x7UP8w1esIsuukhrT2y++ebKtFiJ7bU2GQKGgCFgCFQ/AkRhYHBPEpZXemmWpHaXYxk1pahPR/20oPzQDshiTjrpJM0jK0e7KvGcWSlA1113nRZ+IkYVNy1xquRK4Jqksm6l5v9UIuDWpspDgEKCxB+T8xMXmHeIm40mYuNSJg4bAwDhcEnMVPHjVMPvl156SYu7kYRKjPl3333nhg0b5qipRQw0OVAmhoAhYAgYAoZAoRHo1auXe+211xIPS0QC600yI0C0Frn5SUKYPyGGJg0IZAyBYzNC3SA6CExneIOoWAwtNrV4mCSWUn799VdHSFK2Qj6H8bVni1b9bUcdDSwlJAvG3e/kv/GswfYyePBg98knn2hsLSiRpMm+MMKRD1TtQrgooQawEAXhvcF1TvgrIQjQtJoYAsVEgHcuF2UbmtxSj0HR6ydsllp0eIRhsSJkhwR2aHNrKUk9es323RAoNAKEbG244Ybu2muvdaeddlrq8A888IDjEy8Gm9rAvjRCgAgt8pWTBIcF603mISCDTdXJ22+/7aX5WX/ESl/Ua6QtMnks6jns4MVFQBQYL7TWXhhiGp1IaK69eD295Ll58fR4mdx4UZR0GwkJ9UIEousa7VSFP8S44YXMw7/xxhuJrRf2O3/00UcnrrOFlYXA+++/r32jGIoqq2FpWvPZZ59pe8XrqFsI21PWfTt9b7H79zTN9kKO4iVJO21bhbbX33PPPel2L9hyCQ/y4pUu2PHsQIZAuRCQEGwvRgMvuadeSAe8GBG8RCD466+/vlxNynje8ePHe2GC9RIWr+On1DDKuE8xNxBSMi8MgV4Mt41Ow9xGyCS8GDkbLS/GD+ZFQutejEMX9JhZeYBI+pazzlOZmv4jRIY8iVLJb3/7W0dhMKzVeKLOPPPMZk8dt+o3u7GtrEsEyOkh14WEfyptYyWB6ACGQ9hpunfvrrhgnSInDgs1ZAGsD+uqGTiYDPnMnj078TJYXs6CdImNkoWffvqpMvGJ4uYonsc9hOlmk002SbeLLa9wBHr27OluuummVCtJ6oV6nhh2Ig5g3MTbgkcS7yzEJKUWaraQSLzHHntoYjYeUuqU4ImCPIT2kdRNnRaYrS6//PJSN9HOZwhUHQKkU1Bfj3eb8GvGWspMkNNSKQIBGPUwCRGn/3n66acdjMj0S0RFrbPOOg4GYfqxcghh+WJ4URzJYWYspK2QNhHazvhoMg+BbNQpmQymtXLJYcpmgZOJqVqtX3311Wwuo2jbgIF5gIoGb8kOLO5hf+qpp/rVVlvNC+Ob32233fyAAQMSz49HqNyWnsSG5bFQjAn+iCOOaHKEH3/8UT1fMig1WVfOBRIvrtZCmYR6GXDUIo+nSiahXsL2ytm0sp672j1AcfCkBIMXauD4Yj9nzhwvBbm9GMCarCv2AlHEsvKISv05v8wyyxS1rzAPULHvth3fEGhAQGoEekkJ8WL09BICr/Nixpt7771XNxg5cqTfbrvtdA4RjyYpJYZioPVCVObxQjM/7dChgxdabC/5ziVpRrV4gFqBxjxdKO0/ij5GY7KxtJI4ThI4u6Ntkg9RDqFwFkVI33vvvXKcXs+J5Zz8CaNoLNstsBMXAIF33nnHbb311k6UQPfnP/9Zc//IbzrmmGPUsv3uu+9WjBdIJr9OJr9ul112aeQtAIbzzz9fSVqwekHaUm/ywQcfuI033tiRK0mxxEoXknYZP7BOxqu907eTg4oXJckKjEcWBsdS9/88e3/961/d/vvv3yy8MFfRfizDeImKIeQhLrfcclrroxjHt2MaAoaA0xxhvDuMj8z1yFeCAZnyGEQhvfnmm1ovk9qZ5ADitS53zixzdfpVIlpKGaXFuCPGH/f73/++oh+drFjgmACdeOKJqQ8hB3/7298cEyZc/uKBKdtFAjK0f+lCd8rWMDuxIVBlCBBaCuEBE0rowHHr08lDhPDCCy9UjPIDrBR2Q8FJKhoIix2DEGFxJtWNAJXfeRbp55OEEEhq05VaYEAlDCaTEMoDEQLU8iaGgCFQvQjAhgwDLPTS1Ayk79lnn31UIYIkCYUHgQQFxUhyGct+sZA7EZpXSuWn7BedQwOyygFKdzxxq2mMJpMmtOJyCAxvSfTF5WiLndMQKBcCH3/8sSMvgYk/1nTigFvCQEWOBZTfKBjEOlM0rVyxzM1hCcsNVqZ43Sb2wetDp5+OCae549q6ykKAAZzJxVVXXaWeFGhc6fOJQCAy4f7771flvNSt7tOnj05yGHsOOeQQt/LKK2vVdQyCvDdQ4zMuPvfccxp7z3ITQ8AQqF4EGGMD2yv5sPRNITJq5513bpRbI+Fv2h9U79XWR8vzUoCASBh8HOEotSho/FAjZyOEm5gYAqVGgBBUipvdeuutGvaEQgBByIUXXqgKETWMchVITTbddNNcdyvp9oQg8c5RlFYYgxqdW+KwHZ+kkKlGG9qPqkDg5ptvVgsmz3lU8A6RgEwYdKmFEEPqaRAZcfbZZysBR7wNWItR0ITNKr7KftcoAhigrr76aie5Ito/CeuWlhXgWTCpbgQwuIVirHhUtthiCyVIImyc5SHcGOMMdQKh7japbASyUoBgj0CjjQr1DhgAyAO68soro6tq5rvQG2ZtRa5VJbBmbmaNXgiDrVCHavwxHTIyZcoUd/jhh6u1CgWhFvNghKjC4Q2AsY/JBmEHCIyVhOximWeSWkjhHa9EJrxCXmMlHguFXOjoNc+SsBMmGEI/rZ7OcoZ2ENaGhwc2yC+//FInQeSDwgq59NJLN8lnqkRsrU2FQ4AaKzCY0U8cddRR6rGkdg3GpPvuu88JQUvhTlaBR+K6ydnDQ4t3pNaEfFPC3EJ+LGkgW221lY49zIOFNEnDrmEnJnQchkiTCkcAEoRMIh29hwku+oFdAgYeeRi85N9kOkRNr5dbXFIWOOrQUAtJqFZrGle7uOYRgIVOEqA9tYriQg0Y8QaVpA5J/Nyl+i0TYS/5H15o7r0UZ/ZCOazsfRKy5yXpvCDNgE3noosu8pJkrmw64H3GGWd48K1UqTUWuIDzW2+95YUe20vomy4Ssoewqq7/GwtcZdx+IcTwMvH1ohA3apCEb2q9OOrI1aKI90P7386dO2sfyTxR8sSb4FDt1y5Gf2V+g/1NSmRoXcBrrrlGGdaYA4rxQz8SEutFEaz2y82r/dXCApeVB2j48OEVrsbVR/M++eQTJ8Uo3f/+9z+9YKyNe+21l7v99tst3rQ+HoFGV0mtEaGodiRkxwV3PKQGWMxLIdJbak6G0IG6H374QZO+hVJbn1ee02KI0Avru0DIX6gDdPrpp7tjjz3WyWCc9ymxaBLzjacbYgUYgAYPHqxJsDD+cM5a9K7lDVyBD4CHBbY16nIhQjOrYWXUt6DODvlBLcl3K3AzEw+HtwqreEtCUcnpw7uZScDHQrAzoTR/PfcDzx0kKjB4UV8qzj44f+vsvuF1l8K4rl+/fk36Hvok6lo98cQTGjKZ3RGrYyuuGy+IFNLW0GsISegvCcEWQ4z2keSKl1L87IaUjFZt2xT0tPT1UnrBnXzyyertgQiBiAA8QxCD4Y3m+mFlrDWBZZMcKIiR6H8Ze2tBEhUgJjMhuSubi+QhsCTPbJBq+TbQqBJrSpI6LF1i5XbQ3RIXD+MID2ipO5qWX43tWQgEmOSjXEBzmSQsl0raSasKuoz+gjwHJqhMSMnJGThwoGPg79+/vxa1K5YSxKAUGCoLelFysLvvvlvfMQwPMOEhhBkS2kBsPzmChEOYFBeBU045RUPMKIhISCfsowzEhMVBP0u/SFHSShTxFiqDHe9IroJSk+7djh4Lqls+JpkRICQN0gpCtAijZVzl+eJdh2yjpYIxigkxpDFxoe/jXBiGak3oAyn8i6ENuneE8FQmyZDxkJtaaIKsOZN+dbN+HN/wGfPT/O8/Nnyf/dNE8cfI+9amtWvVvp1r3aH9/P/yvbUoKq06tJNl8j22rsn2kf1bybbt5XPH2Re6G865wI2dNNEt2XN5t/BSS7hW8jzVokAkxNj++uuva9kJctxIDaHUBEputUuiAoTmnksSNIxT6WhKqx2gSmm/hOEoBSOTgDCZxMJP7ClWBzpwYk9N6gcBksCleKmjFgrPQlSg4OTDAFVsweuDpZrzRS3dhx12mPYjJIPyvdoEmmNyqYLyE9q/2GKLqaKHRdcUoIBKcf4zscfgg3V9p512SuWb0geecMIJqhDhKalUBQjPVfSdyAUlJh7ZEChgcQ45cLkcv962HTJkiEZMYK3/y1/+okZbvLyXX3654owRsaWMshKGqx4AvB94laLCM0yOWC3mhDzzzDOahxmUn3DdEpbp+ghTYq4MwXNnzHSzx08QpaapYtOg9Pzk/PQZeprWC3R07ZZazLVbclHXdsnFXOeVl3ft5XfbJRZ1rcQoz7G8eKa8/J87c1bDf13W+HvDdrPc3Am/zNtHvrNdwn5zOfc8DxONGD3vQ1tad17QtZFPw/9O8n8B16ZLZ/l0avgsJN8XkuVhmXxnPUpYJQpGGyKMyKvl3Ql1zBj3GBchXML4WM2SqADhXcBlG+T777/X5C9cxXggoJjF4kGNg6FDh6r7L2xr/4uDAIoOE92g/ISz4LrHcsX6elKAqPtEGBLPH0nHJMRjFc5WeLnjWGa7byVth4Kz+eaba4gQ1mY6JZ6Fc889V8PPNtpoo6I3FxIGiAfiE71evXppG6pVAcL6jnchSQgByMY6n7RvumWjRo3SBH+S65lQmTi1NjIAx5XQgA3LMQpVqlAnhI9J+RFg/KQ/JHk9CNErWLMx+kLm1NJniZBjDMHnnHOOFsOk8GSQK664Qr0ktfgcEE6IspMkKOaBNY31hKbNGv+zm41yM1Y+435WRWc23hz9Pt7NmTi54VCtW7m2i3ZT5aadKDcdRbnpsvn6ovAsnlqGYlEO8bNmuzlTprq5U6a5uVOnuTm/NnzXZZOnyu8psk7+y/fZP//iZg4f6eZMmiKfX2WZrJN9ooLXqZUoTpPnznaTZouytmBH132VFd3iPXu4Nl27iNLU2Y0Wb9M3o0e69osu7DbedhvXbZnuouQV1+sEkx1RRsyxoko9zzGhvRSDZc5ZzcRAiQoQD25Us8O63Ldv3yYuL8Jd8D4QTwv7iUl6BOgIsIagTFK1G2UybjVJv7fTkMR0+QYsJwa3XgTqdSyrw4YN04kRE0cGILxgxOM2J9DmUsGdsCbyBlDoKWwGrXI1CqFYkhyuYRybbbaZeP695oMRGgQ9bykEyul04SNQURMGV41C3yZkI4lNZznrCyHkIqBABpxQzHku77zzzpqJtW4pTkyuUOpRorHaR4Vn/a677mqx1T56LPte+wh89NFHaT2FVKyHUTMfuf766zUfhhAwvB+M74TckTeCYpVOUcjnnOXeF6MX10fe5RyZ7KuXBuVGlJwF+73tzl98dTfsuAsaFJ0QmiaNbtOtq2snnpp2Syyi3psF1l5dvzcsE4/OYt1coXN4CoVVq3ZtXduFhXWUTwsERRBFSD+iFA384EN33V8vd13bSg5Rj57Ojx7vPhn4hVt3ldXc8ost4cZ++51rP3OOW7ltQy2xMf/op54nFMC2C4uChJLUdaH536VdunzeOtrahu+dsjcQc1lEdGAwiCo/4XIZ7wltZA5GDbRqlUQFKHoxaPgAcc8990QX63fiaFGCCFEwSY8A4UGHHnqoutyZEFJbiLhjQoeydYuT8MvkHapFJvx0roRA4Qkh8RKXZKGE9hF/TlsDt326Y2MFv/jii7UqOrHA5H+QJFjI9kTPTUwqSf9Y5skFwAMGRTvWCNy1PKvpwhjwlqAY0D6scsSz3nLLLfqSo0TgsahG4XrxhvGukhANBW8paUjxGKOUJgmx4ayvRiHECu8afR8TmiAYMlhG+Ee+Qjw1xiPeNSZo5BB8/vnnDm8e4Y0sg1a2noVcMvoYjEcohyReoxxyD+irUIJMDIFMCGAopH9MEpanMzAmbZ+0DEWdMLobbrihUR0gikqjFFWzEBLWJCxtzDh3UecV3ehBg93ArSSvam5DnltrmZhPauN1Ir/S73dynXutMU/ZEYWHcLXFF5E8nHbVDEdebUexa9tNlBT5MH/a+cz/Uy/xdZLTGGj9X3rpJbe75JoSDYChliiLNcTgNkOUyEf/eY+77apr3AWnneE267WOm/3LZDeHj3jPpg/9Xv5P0u+z5T9hfCnhvKoMNZwbpSj1m+W0KfwXBZW2pOMCCGVxqj33P6MCxCSbF5scH1zFcWGCUyhLaPzYtfCb2F9chgzieNF4YFBa8ELgxcDFSLJgJsGaD9nBo48+qg8lE1yUADptJr4oovkKFmg8fzBdIbx4/CZGOulBRxnBOwj5AhMUJt4DBgxQtyiTODjzCy2EZqL00CFQHwShnXhxwBorMTGqcSEBFQzxEqGMBtlzzz31/uDKRQmqZiHsIhp6UaprOfrwI9zJx/zBHbHTrm6dVVdzc6fPlPCFru6DoUO0/kVLw0pK1f5058HowPOGd+aOO+5IscCREEpttEzexnTHjS7nHeGeYSQJJCbUL8JyTL+AVZn8v3oWwoowyAjlbGpAxtDBuAQDIEpqqQWSD/rxbAUGwXILyjYkEuRnyxs/AABAAElEQVQL8Wy1xEiCsZPEdhRPPBqMYYxt9MGVLuSQ8R6fddZZajwM7WUyx7gA42O+gsGQvMBqyw2cPWGSKDjj3KxGpAISmqa/x80PTWsjhFfitSEsDWWm+xYbuWGLd3In3nuX69xjGbeohG59POg9zRnRPlOYQEsl9Mv0EeRh0acSZfOnP/2p0b0uVVuyPQ/PHW2l2HOYz7AvxZ3Ja2SeAwszUUNIR8H9iD//yX03c4o76Z83u2+//VaXp/uD4jpH7i3KEEqS/pfvs0VZYvms0ePctC+HOu4/ihNhfUF2kxC7TdzS7osDT3Fdll5KFbZFD9zVdVxleTU64flJF5ocjlHp/1tJGEGD2t5MS6XGhk68mbSTa4FFkhhAqcegnxdeeKEs1bibaXJJV2GVvOCCC9QLET8xkyfchCG8JbqeCRSDONXCMwkvM8oFnTWDDftxXARLdL6dN5S+KFgoUqeddpoeHysE3hJoLpMmsVwb1q3AyhSuAZc4x2I5k0jk3XffVSWJ0KGgvOG1yXViQMcAsxkenCB4clDS6EwoRgeBB4mu0cJzeHoIcSCeNS6Ew+FFIa+t0iksPWxP8vFY23h1+a7/532fI7/nyMRsNv/nSNz1bPkv35msies9fFeqUF3PNiyf46SCX8P3sA+dp8Y3E9c8L845+lu+s5z9oiItca3mLZjeppXrukKPhgFzKSyADJzyIfxBBlDivIsdyxxtW0u+o1hTyJD3jXCAgw8+uGDsejx3HA/PZFwwKvAOpgvDi28ffmNUQYlCacjkwQ37lPM/xhIm5FhDm6MjxuDC5EbqqejAyz4Y6MohPAeEfmYrWQyz2R6qyXb0WUyQ6IuThKLl9ON4zEjIpy1MXOgTc1HiUXRQfjAW8XwxMYOJj2MxvuXrQUlqeyGX4eUhpIcJJ4YHvDIY+zCMfSdhqJSXYFytNYEAYDY5NuKxaeTFGTOPSU3C1bxsg5DAr/2zkgs0KDnRvJu2koOSxHgGmx7KMfNCngfG3lJ6/lEgiKrhvMxRmQdQHoRnknlTc/1Koe837xfGVIwknJe5ULrzEymD4oMhJy6UkWDcwQsTPENhm6+++kqjBeiDMDwXSshvQkmaLYQQKEg3XnaFGzNkqNt/l93c8osIwcT2m7rbX3xWDYCQBDEvTRLGHZwmhJZWsmT0ANF4Hi5uAJTLUWHwISyLSalJMgKEsKRjwOLhANtMQo4VCWl42yCggG6YF3zFFVfUGhgoUPkqQAxuVK/GfR8ECwRUywySvGho/ITshbC9xx57TC1qcfKBbbbZxvFhPQoQChoJonywaGA55cVGUeFaULCyFToL6EaD4P2CmphEaag3sZzjleJa4K0nsRXB+pkUy8q6sJxtmEzQgUGlqfHMOkjMY6SR75rAKOuDIoISosqIKiQyuYgqJqqsiDoQtpf/TtZ7L0rMnHn/522vx2u0XrYJx2Z7tiukQBEq1rxWgqfGWut3fjd8JLNRwxRadxImG4kdJqwBpaXDiss2/JaBUpfLf91G1vd/+y133+P/csNG/ODWXKaHO7j3790mK6/egOPYhrjwaV98rb9Tya7SjnaLYVFsYPLhf7AuBmUJZp1yCmFpKNjFEAwa6ZQUlodQg2Kcu1qOiccWJZF+iH4lKvRbKE6EE5dS6I8Z/FHKOHclT/7px5noY6hkcghe1E6iH0fBjmOahCPWdcaGV199VUMzwzZHHnmkKhV44PGKVrIwX8HQh5GPa0YZDPl2TFhbqvwwnhGSSXQGddnIJ8VoXKrJHyFQ88cqlJqfhGhgvJs5T8EhN0dF+lpya0K/2nGNlVyXrTdO/YZRrc2CC7ToFjI3SIoQatHBctwJ5Yt8FEJhURqCcJ+ZG2BcKlWYLIo07xtGVTChfyA/GwIODMZxwRtLaG+S0PdjLE6KvuHZRXh+CynkN7WTEEU+yBmP3av4bXPjpTpv8+d7Vbh41tMpP4VsT7GPlZUCxKQTSw9eDibhaPlYT7DAxTXTYje42o6PctBc3HFceYheHw85HTaTeLBG+SH3J+rZoPNNp2BFjxW+k6eD0kFHTd4B+TS0D+sXHr2oEJaD0kIbeYmxJELLykQEBQbPSzoXKMtR0tiHBEnCWPD4BCGJjvA6FBXCKbINx2AAZyDmWEwQeSZRiLB+Es7GoMPgThu5NvKCIAegDgPucfIH2E9jmsX9O3Pkj27gS/3d+Stv5Bb857PumzH/VLdwsIiRYKiTcmGfab/04mIh6yQWMOl06Hikc9IOCGVCf7NcvsfX8ztsG/aLbqPfW8s2rebtO+/7vG05V8Mx0yyXY+u+nFsUGIcS00ihkdecNqLszFse7kMh/+/SY3+3y0H7Z3VIxX+eUqQsQDABycA9ffAwN/mND3RAD/cgTnfaHiag7vLBSinf1SoJVjGZMGGC1vmAtnqFFVaIra2Mn1ikySki3yguLMfSXu8CzTXWZXL44kY4JgkYP0otKMV4ukkCRxmKsqaWui3NnY+24Z3BcxaIXghdY0yh32dymM5zFD0ujK/kn5KXFhUMRhyDe1PpChDtpr1YrhkHmcdgPad/aKkw9oALLHKMc/QzeGAZd+JjXkvPwX6zRJmZNvhbN2PYCO0nowpPyPNoLcpLyoAkfeNCq64wT7kRoxL9pCg/le5tbwlGTMbJ340qPxwH5aJv3746P8IbFA0xa8l5Mu1DX0SYJd5YlBqeLWjWOTdeU549npWo8BtFAm9RlEWVuV9IRSDMLVBQh30xejN/gwE3VyFnnDYx74Jt9IADDlDlLAkf5veEYRONgKeeuRNRO9XM/BbFK6sQuOgO9fQdKw6uxkyCdwTrB0rhBhtskNqcyTYeMpQNPDQrL9/Tjbz0FoebcfySC7lv2s6RuP/2bu1prd0COnmVCaokB37TtZ371c9xw4d8416//R6d0E4TBaSzhA7tfcb/uW7iVu3eqYtbpusi7pPPP3N/lMnTk6+85EZPnqgT8V4rrew6d5IimUx4ZTL8yVeD3NRp092PY39UhYNcA15SBgGukYcc6yBWTDoSQhy5Fh54XmI8UHibCDsjHIhQChQy4sl5qQmvQLheLB94ULCIYQHZcMMNNceGJHlCzFAUeIHwLOFxYTBGIUPJ4vxx/MLxaC9KFWE9hA3hVkbhYT37kXzKi43HDa/QFBncP/7v+26GxLces+e+buqI0e75J59yS+/d23UQNpUun3ztun4xzDnBe/gUYa/ZbC3XebP1tEjaGost6RbusYwOHq07dlDlEGWOCTXXiPWQDil6vaF9CoT8oQMMSdvhesM6lE0Uw2yuN+xTj8cbLh0/78qqbTu59j/NYxiSicDQJbu4GW3FmimWzaX+/Z6+M1g1566wtBux1vLOixVr8PsfuTtuv8N9P3WSmzB7hsNSjTLPoFhJ94OJKe8IHiaefQYWJtfkshFDjxeTiWouz0uthcDRH2HYIAwXBQhrahiAURzpR8pVh457RBuYrMQnKeHdLfZ/+mD6nyRFhkk4y6HGjwvLUcBhKCUsrDlh/OK5TMrrZOwgz5VntN4ESm0Ma4w/PXv2TF0+kQgY4fCc5cqQO3PUWDd9yHdiDPpWlJ5hahQif2OujFUzF+/quiy/rFtoheXmKTfzw9TK7SlPXXyJv/D+4dVEEYoLigVzGjwx+Si68eMm/SaMjXBKFJZ4aC6eap4Fxv64kEeHoRsvKs8KJFeMB4EUh7kHcy4MubxjRA2RY/b444/rHCh+vOZ+YzDmmcVozrtPWDdzNSJ1MLgleZuaO166dShKVRsCR2wvFh20023F4g7YzYViQMUb177TAVNNy3kYqfeRSbD+MUmJv2AoFigSxPCD4Wknn+J6LLO4G//9CPeR5MS0XWYp10O0+Fa/SGVjSRz3Yk1iwtd+sc5uyoSf3bKy7MLNe7tJMvGeNlni+Rfu6iZ8NFgmfB3c5OGj3fAR4x21lx9dZ0c3+ap/ulY9hRtelI8RH9/j2syYHyY2s5dYv7ss6JaZPNW9u/bvNbRJMkPcpC6z3NRx090cN9316iwTxx9+dHNGf+7athMF7M2BYjHs4ZacO8Ht9cN0t3KrKe67k//iFhRPwg7tF3LjPhjotuywgBt21zNu0NCJbiGZpMxu18Z1WLyLG/PjWLf+6Clu5+U6udFPvOouXXVTN/eFt1zHTu2lta3chA+/Fs77hpCuvqtu4tp9OMh1WELiS2fMdiP7/TcVXsYVtF+8s8PZO7X/R274xCma8/L81vu7wT+Nd5P6veFWkutt99G7bm3Xxp272T5u5h8vdTNWkphYud6N5Ho7fzPRjX/4eddePAYbb7yJe2PgIDddJs+tO7R2X8tmD//7SX35Hzj7RFWcUNC6iRUveDbxcmH9xFqIhYRQCZRGvFdYUfHKYa2Jd3goeDwPHC8cSy5DhVCLoPCFZfxnOzteAyLgt7hYp8Bvkcj9YO0c6Z+w+ncURbb7wfu5meLJI7592uixrsvPv7ox3w13vYb95B5aa7uGg4mRYdS0BdyYF95wXdZYzU0Z9YvzktSJF6n90g00y6W+HwzIDJRY5bFIQ3SAkYDJPgMHnl1CR1lPf5xr+xouvHb+MsnBUso4A254hHhGyi1Y/fHSZVIgytVOPBTpCAoC6UY0pDhdOzGAoYwnCUaoSvWwJrW3kMuIhICxsWdE+eH4eAJQGlmfTgEi93LG96MalB0Unq9F2fl6uJsreZV4czqu2tN1XG0F90nHue7Cu251g37+UccI+j4MOsw7MKLVu4A9ykWS0Kdi9Mql5EjScbJZRp4zhtn4XIB9MRBguCGfJ7x34ZjML/CeQs6BURrjDs8Px8NDw3yDsH76O+bh9DUoRBiAcxFyoVCyiOzh+EHwTqEA0T7aUE+SGALHTWAQZvBFAaIKNxP8dIJWWosKUJQtLN21s5zJCxOaeDgY2jSekgsvvFBdoFttOz/uGIvmbWf+JVHB6ifJqZfecqcm7DPxwbpBCBdhY22mj3Ufv/ux0j0/Jxr7QeK+vOOWW90B++43P4GdpHaZQGnSuya4z3Ynn3CSW0q8LWdfe677Re7vH44+2u2z595uz522d8dIGFpHmXzTIS/WbRHXY/FlRRGb4r5+6mnXtctCrpOQLmy7w5aiuohIQv0So8e4//zrMXfi8Se4UWJ5/9cL/dxKMkB2XmBB8XaNcRN/nuC2+t1WrpN4mhZeQMLNxPvUSpSrpeQ4IUdGWqchdFIH2S3101S30GyJUxblqlV78VoRLiafNvJ7OS8hXfxeXDr6pZbU5Shhm8myCb9MdDffdptbZ8MN3DLyee+rL91UIQBYaY0ebssdtnd79xErx/bbuL/KS48sL5+eokwS6oclZoHOCyhxAp0TIXhJ7mQsJVh3maRC8Y0QUoLVho4oXdgHSY/pEh/jz4keVP7wvODWThI73nxU4vh16DnfSPG65Jgde/OVGqozefpPbp1llnf7bbO1W6/7cu7x2//hxn7xresuy34WK2sIHaEmRQcJb2wjytDY7ku4dvK//dJLqnK0ingxk5J+W3o/6FsJ+8STykBHiASGJqyXhNHAVshAhPU4TPDj1xuQaO55CdvUyn+MDIRqYJAid4XYfkLjksI2SnnNKOgYACtVyLPEwssYEs9xoU/DaxU33CVdC88sHkpyOA855JDUJkQB4BVijKtHwTOPZyxJGC+iSiOenWmDvmn4DPxalR3CfOl/UHYW6LWqW2SvHfV7u2VkrJNni8nxEaf31bDuP/zhD6rM4i1AAWJ+ksR4mtSWWl5GSgBzMPpNCJyCEHmDx4O5afAYh3XF+E9/nK4eI4oPc4ykdtCHEWLGNdBm5hXM+4LwDBB9Q/oJyhXvdDqjRtgn6T/KOGNNVPlhO4wXKPHkMtabAkS4kkmeCMgz5OVFy3gUGYS8PMReQjaa3VYm3b5Pnz6NthFGNS+hDl4sGbhOvITxeHmhvLw0jbZL90OsIF4UWV0tYRteJhKiI832MpnX40i+jF4Dx+T4nIv/0gl7CQNsdFgJ6/NieRLisDm6nN/CZuLF4uXlBfKSlJjaXiYuXljbvBR29KIop5ZL2IUXq4YXi0lqWUu+CDOhF4uKtpPjCSGHl4mjF2XGS8fiJc61JYfVfURJUgwkTKnJMcQC7aUT8mIYaLLOFpQPAQm71OdZLPNecsH0uZSByUuegj7/4ppPNW7WTxP8lM+H+In/ecuPvedJP/Ly2/ywky7xQ/Y+yQ/c8iA/cPMD/cDfHeK/PuBU/92pf/WjrvyHH/fgs/6X1/7rpw7+1s+ePCV1rGy+SDiG5/wyefGi6AjvxVwvSo+XEDgvhhIv1r1sDpNxG47Juyvhohm3rYQNxEqr7aV/TBKZEHipc5VaJQYJLx4J7cNkQPcS2phaV49fJIzYi3KSeOni3dGxQqjCvUzWdRueO5nsePE4e8klSNwvaaHkXnqZwHkwF8OPl6RuLxM1xT+MBUn7NbeMtnA/JVdJxzwJ5fPiBfdiAPDibW9u14pYJ3kbXsKVmrRFiAn8qb338HfsebgfftaV/qvf/0H7ky97H+2/O/1yP/aux/ykd/7nZ477ucm+YQHYCEGPYh2Whf8Snq79nNDBh0V1/V+UBE8/L5N7LyFeXib0+hxJ2FjJ+kEhfdL+XaJFmtwLMRr4rbfeusnyUi5gbiSRSImnlPA3L8pV4rqWLKRfEANVS3Yt6T6JHiAZPJsI+Q+4ysnZwJp0m1jeybXACoGXwyQzAs1ZjaN7Y0mIx1MT/0nSGhYNCCmwhhIGkm0NJsKrQrIwVmY8SlgjsFDRLqwOEAvgtscdCrMfiXbyNGquS2gflgzo0PFGYdFAosxwYbvwHysW1m0ICfBuYIEgvId4UyySxLHmI1jUEa4PjyWMbuTmiMKoRcQI3WipENfNMaPJieFYXDNYYJUpRx2S0A77Px8BLFzDJKaZ0AByM4KIMUGtXjzjWOh4pnku2y6ysH5cr1U0CfWRR/7nRk4Z6VZYdwV3iNQ+WHaBzg6r7Sz58F8tuF9+o/8JU0Fgx1Nv0TLBc8T/Bu8RrHlKSjGvIby7MB5GKU+JwyZfgPcRCxxW3iQhFBNrMyER2Vjsk45RK8voR6gDRF9CfiK5XSbJCGBdJjcSjLD00p/RZ/I8YVXONsqBo1NagHA/Eqh5ZpkL8CzjDed9ylWIMqFOC+MRQlvxxkMgwPggE0YdgyDeqVQ55qBD3FM33+n2XnJF13XqTCUpmD70B6Wd7jO3g2u1UFdlz1xom03dAmuu7Dr0yD5pnZINhF4nkRyR10Iu7OsS+sV4Xe+CFwiPGwRJeMXo6/FK0p8yNyiFMCeCMIC5Ex4dUh8IOyP3mQ/vTDmFoqrkRCUJy1lfb5KVAkSSI51SKArIwwa7DCEadIYMRuncwPUGaCGuFzpnKBx5aZjwBMH9SYeIMkFOUS7CPoR+MZjwoDNwEX7DZJABkfUIygOKEfea+0vdB+4xAxPtwc3M9uQnZCuQIUCoQCgGnQLHZzCloyA+t6WCkkgtCya+KGMoUygtDAwoabh6Sf7lPC0ROs50uW8oP2AXj+dtyXlsn8IgwDNNaBTJoyg6YeCDtILnnjpREA7EJ2uE8JAszuSOyTUDKCQEvC9Jkw9aO2fSrzHl6Ec3/atv3aRX/6sMdoSKEtKJEkSeEUrR0p8Nc7sdebib9tVQyT9awrXt2lDDBgMEShsUw3EFCMMTif8hL4i2865igKqXvAvuQ9zQQ64cLGyEbPSM5V8U5mmqnaMQNki/i1Eo5ETwDKHAZBJqLkGqgXKCEY7JdiEm3PTZR0sYNuRBKLEYw8jxIokcYwChdoQW8j7Qf/OOlFqomTZ7vBh+Jb9Q6+eE/z821M+ZKb93nDbD7bD8Rm7ErQ+57xZf2M0VGv8v3C/uvi9ecfudfIK74JKLW9xs8QDpvoyXScLysE3S+npbBrlNqeiuk7BlDkJYLjTYUaMMeZ28a+QLorCWS9EgFBADHPP5nXfeOXUJKNrUSOTdqzuRSVxGEauRhjcJ25knHEhAUrevTJa9AKqu8IwHqeENwCObELhsISA0TeI8vVh5vFgQNNQMt6okw2nYFaFZuQqhYISSiLXOS3KdujtlAPKiuOr9FIVGw7nEIu3lBdbDEzZEOIIMRBouQVicDEheFKFcT5/aXhQULwqKnhPcCF+TCZ4X71Rqm2y/iPdKj0M4XZJwLbjDWyqSbK1hBmK5aXIIwqvEEu9lot1knS0oDwIyEfbCkOOFuVCf4fBcEEoi1jl9VsQa3qhxMhhoqCThC1Eh3IcQSknwji7O6vvc2XP8jFFj/a8ffu5/fra/H3Pbw/6HC67zj63X23+2/RENoXUSXvflDkf6b444239/7tX+wT37+Ct67ythMR/76cNH+jnTZ+g7wbtHeJzUa9HQWUJexECiIZ4yOU1sT62FwCVepC1MISCTq7QhcKmNcvxCv0a/LJNsHSsIaSHkVwwDOR5p/uaMa/THvKf0/YRRiwdKvxPShYjxQUOZmGuwPdcmytL8gxTw2+wpU/30b3/Qd+7np172P/Ke9r3RDzv+Ij947xMl/PXg1Lv61W7H+W+PPd//cP61fsxN9/sR9z3lHzjzQn/G/of644862ovB0ku+tI7ZYiz2wmzabEvBN9OYR1ghYy5jTVwYz+mfoqGh8W3sd+kRIIxZFBwvdcs0vYDxg/GH8H/xaOozUvpWzT8jKRM8N6QsSCSRF3Y6nReSoiCGJi8eWX3HCUvOR6olBA4rdrNCHLlYHb1YVXU7OjB+h8FX2OI8E816lkIrQGApll9VVsCaD+cQ63ReHR4KA7HiHCt86GCltoMqOGKF82JVVqVLCovp4BefMOZznzk/gx4vnyTPevEkaV4GHQYx37kKgwDXgaIShEFFPFb+iCOO0IGb/8TBt1QkqVLzrsQiqZ0YbRaPgQ7S4nFo6WFtvyIgQJ6DeHI8nTe5QHTC5NeQD8ZEDmUiLsSMYwhIEtaR51AoQXHheWTiNW3Id/6X19/z4x96zv9w5Z3+3g128u/tdIQftM1hqUnX/7Y7zD+yfm8/9Lxr/I93/ktylQZ4lCsmTxgRhIkwsWnVrgBJMUFP/0N+IsI95Xe6zz333JOIQ70sLIYChKFLog90Is8EDmWEPpD8ypYalTC+iSfHn3LKKdpvk4tKLhd9eDRvgjEp5CYxtxC2zaxu5dyZsySn5id5t4b5ye99qu/L+Ef6qQFi5OW3++/P/rv/9g8X+CH7newHbTffEME7p3l+J1/qR152m+bnTOj3uhowZowY4+fMaGzkYhyjT2HcIp9PoiN0XBNPVaM816RGY8BgIhxybcnlDbm5SduDEUbCu+++W+8B22AAFY+o5rsk7WPLyocAeS+MO0m5weR/86zTv5VTMPpJxIEq64xJ4oXVfEoMukLOpWMmc06UoZZKzShAJOxz04IllJeXlzYIXgI6gHoW8CmkByiKJYqmuE09FjIGokIIJAWQKkgIiU7IhKpbO3MeWq6FD56hTFasXNsiYReJz8qQIUO0k2+JsiXhEl7C6bQpw4YN83grmRBI2JMqjiT2MQnORDyR7lqwwmE1iWKDV4wByaSyEJBwTbVmQdqBkiChNaqscv+YREiIZJMGk3SdzsIMwQZJtIUSrLVY30iapn2IsEfqYAQpCR4r3nEmcVM++dKfv/0e/t79jvEj/nKLH3ZCX//1gafpOvaT0E8vDF58bSLVrgAxwcOLhzcP4R3nd7oPk/V6lkIrQIwPTICEbawJrPR7EHnkSrABUQ7vIBEkjGcoABim6LMZb6JEFhgv/nHzLX7i0OF+g8WX8S9ee6uf+Mo7/qcnX/Jj//mEH33dPX7ExTcpmcDQo8/1Q/b9P/WmKmkJxCXzyEsG7368eFjP8t+d8hfx7Nyg+4299yn1yk566yM/9ctvPEQouYyrGNjwYElIrZcw6BQ+GOFYns4owYYS4qqGRhLi+S5hiTrJpE+g70onEp6kChZERihe4IVHW3Kw0+1iy8uEgKQOeIgxkoTnjPeK579SRHIB9ZnimYySVEFKwnvOONMSqRkFiIvHKwAzmRSiU0tq3759FRNCgxiUsLjXs9AhFUsBKiWuWPnwqsBQVWhhwocVXnJyEg+N5UEKqiaua24hx2MAYRJEx8OEVbjuVWE577zzvNBKquVfSAuaO0zGdQz4hA5K8cDU5DXjTrZBURDACyfEGjppYJIWGKj4T/gJoZ54DfDQ4TWgM07n5SG8LJ2FGcW6JZ7J5i6adktMuLYRKy7MRZK8qx7R+H4YmySRN75Yfz/wwAM6cCWtrHYFKOmabFl6BAqtAOFRg30sSVAAUF6yCb3C0zlzzHg/7Zvh/tz9DvUX7nGgn/DCm/6He5/wJy6/tn/7lIv8iEtv9vdvsqt/YO3t/WBhWxy489H+k832T3lBVZnZ8mBhUTvWf33Q6f5bCU/DkwNj45ibH/TjHnjG//zcq/6XNz/wUz79SsJHR/nZk4rHfii5eB5FJMnCL7TiGiZIakBcmPyi2BFWGBfJ59M+CmNIOoEhEU8RXjih0E+3mS0vMwLcI4yuSeGNsB0yV2SOVSmCgsMcPomBVEhSVKlvSVurRQHKigSBRHOS4GEFIzGRqrawyJBkTjJlrgWZ5CEwqUAESKqEsKAYAoOgTFATi4RxPggepNPI+dQQRkB0IAqQE0+S7i8uZi1SSrFSBEYwEtxh0WppAqJYQ5R/Xw9of8qGAEQHEkKjNZMkVMaJtVpZKCHAgBSA/5BtiIKgLIksgzAgHZkBfRf9G88PzEFBIBvhGBLuExYV5D+MWRJvrSQy1A6DdIHEVN69uAh9vBatg1EoLhSzoy5LLYoMuMqwmO21gR3MmbUmYmhUAppM1yXe7YIWxAT/Dq1au9k/TXRzpk5zc6fIR/7Pkf8zJ05yBy+1suvY/wM35lOKdk5xc6TgtP4XZsQ5k6doIc85stzNK3ZN+6kcNKt1Kzf2jkdcm86d3F6rr+MGvvG267T179yyG6ztHn3uGffah+PcpDmz3NyO7d2sDm3d0DGj3V2PPOR6rLaKEi2RZA4Rgyh8mSAp2nrqdzEHgiAoLhCwQJojXq0mzKHi+dK+Kom8iOR4yCAgloJgKkkCUUrSOltWOQgwH6Y4LQx0FEoPIsZlJ9FSSiBSrDlWOFcu/2GxpVCveGeb7Ma1QA7EXD8fsqomB66gBVkpQAzYMIBRkRxKYHHj6SWIFShtleMKukZrSgUgIBYBZXKCJQVlJCqwuUk4ntJwR5dn+50JJAwm0HhL7QgtlhieUY4hceT6gjN4tVQByrYttl3xEIDOF0VF8g6VJZGJLyxVRwi7DcYYGK4oEEflbD7ZCDS8FIRkYsWghUJCZXsmn0x0KDhYaGEwwaCUScQjqsqceLF0MIXVjskpVK9Qy1MQsRZFPFg5GRtgXIIlr9aEgqNx9ruka+RZjyrvSduEZRP7ve6mDR4mSo0oLVOnNyg28/43KDrT3cZSuPrZHr91Q/Y4PuzmZNB3rRfs6KZJOup+ogAtMmqCmzlltmvdeUHXdtGFXZvll3ZthBK+tSg3bbos2PBf1jUsW9D9+ZK+7m2pbP/Okw/pMZcTlsb7ZOJ/3PUXKa077KMoD0z011phLa18f7NUqIedirIPKBziRdFteGdhaUQhiopEGaSYH6PLC/kdtrpRo0YlHjIsZ5u4wObImITRJi5cB0od25hUNwIYSmE4xLAG8y3U2DzXlDjAAMucuZIEw7OEbyY2CbZfia4pqHEl8UTlXJiLe4vCZMQ4whaBCD1mLrvX7LZy/2oiBK7YN4iwHZnEafhSOBdkD4SnSbV7nxQ6ELbL9J8Yc1zPIbciuj2hBdwje16jqFTfd3K5SKCOC+Eo5GWRMNwS4Rn84x//qKEtPCckg4pCnRjG0JLj57MPuQJcG22CrITQJMIL0uUtca5qD4GDZZJxJnworkzsPP0EuRLkcrGOwsckzGcTjpXPPaj0fXMJgfvxjkf99+dd60f89VY/+tp7PL8JIyO/ZsKLb2ooGeyF5x7cx2+8/Er+taeeVdIOwqMJ36SPJcQ4VyH8h74/Hm4q3loNAyUHKJ5zREg0zz5J24SQEeJKiBEhpCRuI+ThEH5OGE94d+kjyG0ohpDATtgq6QBRoX2wpxKCnSSEYhM6KIa+JqvJ8yWMO2ldk41tQVUgQM42eTXkaZJPTegjzIaVJjxzPHshxz+0j+eZtISWhoBXSwgcFsWMQmcCTR4dDB+YI8iJ4IUm6S8p3jHjQQu0AeeGWYWOkVha8pGI0yURmpuYjxCD361bt4wfMCEHxSQzAiSAM4DA/sNgQaId7Hb5xjWTEMrACENbXBgQSVANuSLx9fa78hFAsWUSHJ8khZYz2MDIlI/QXxRr4pRPu2gTrFgSCqdKXiYa+mpXgOJY0U9w7XHhfYb0BCKeepZcFKBscUKxwCjAGM8YiOIDiYF4Rls8rqJAcQwYDBkvYVnk+DBtxoU8VPHw+qQSBFDWo0yNHTvWQ6yD8oNiDLEP+Us8E5wjV6KGeBvS/UaJYwzDSEJ/BNkK8yMwik8ko8eA8htCD/EEpBbzbm+//fZewl1tfEqhYl9KiQCU3RgacGxAgAI5B8Ymct1g622JVIsClFUIHDH3hA+J1cMJIFpQjZAmXNPENYqioMWfRBEomRBTKZYfze/AVZckhD5RGEtYzpJWZ1xGDCe5AJkEN6dYaDNtZusFAWJK5YXT6uS4/AldEytD3jH8hBWJVVjDoXDpUoyMvCNczxS2JHxKBlu7B1WKAPeOkDcK0CYJywk/yEcIUZFJTD6HaLIvVe5loqb5SS0t5kibZPLU5Nj1sEAMG5r/IRPbJpfLM0HB6EceeaTJOluQHwKEW4pS4YRIxhGSSCiMeNzyGufIf2NM5l5KIriG9xF2ynHjQtFWCkgmFbGmKDv3nmLXtI08Bokg0EOIsux22203DV+95pprdI4QP3a+v5nziEFNz88cgfwJQnBpS3Mhi+Qa0ja24boI1yV/lX5BGFdtfMr3xtj+LUKAkL1LL71U5/LMyRgHKR5O8WTxXrXomFWzUybtDisbtVsCJTI1APAABcEDJDH44WfJ/mPtRUMlPAIrDB4fLEJYjuBbxwuE+w5LDR6iYorcbAuBKybAORybgpFYjLEecu95Vim+alL9CHAvJUm4yYVI7L3WJ8HCXClCCATPIX0DH55H2g6DXbGlljxAjD+E/8kAnQgbYw91xepZiuEBKjeejN+iGCQ2g3A8irJKLmmqBEJ8QyINkup+xbfL9zdU3rlEmrAtbHHMm4T8wIuBtqwRNPlev+1fOwjwXuGdLAS9es14gGCYgZ0rWFjimh3L8QyVUrAKYtmHCQnLS1wkTl6ZoUiOxepE+zbZZJP4Zva7BhGAuYSPTJzUkmFen9q5yTKpcTAtCT21WqZJKMZKJaE6+r7j9asEwQMp+Tpua/GMkwiLtRjrMJ50LL9Yt0U5r4SmVnwbeH/xsF911VVOQrHctttuq54BPPMSsqHMpJIjUvHXUSsNxEIsdZrUI4Q3h0iQQglRHXjxYV+EcInIDohArr/+eu3Lw3nw6Mu0U0kRJPwtLG70X+pqOaGObrSsGD/wjOUiWNfxYPExMQQqCQEiLKQuXiU1qehtyRgTBDsJrCZ0SnGhEyLETOJa46uK+nuY0EzSkYhFOON5mAxXGvNGxkbbBnkjwMtsyk/eMFbUAZhwESrChFcKAuokDEWjV69eFRXiKIVXNewWSm7aBoMVE3chNFCKXIw3JtkjIAVRlcZcEomd1ExyTHphksSwJeQniWFS2R/dtswGAQxKhC8vtdRSbuedd9axl+8oJ4UQlB/JO1B2t913310VId53FCLCccRzoh/eKZggCZ0mtH3AgAGJp2d5NHyHuQpsj0cddZTDMAqLHKGphRTSBAi1RkHkfCaGgCFQ4QjIi5pRqIhO0iHFUAk32HTTTTUZFxYemWR62OFKKYRFwP5DMmRzgnuaBEOqNhdT5BZbCFwxAbZjGwIRBAgjIdkYhjTC3ypNCEmC8TBJCHuB8aqYUkshcFGcYNIixJUCtzA6kqhv4n0pQuAoCkwoIuFbjKuQD8G6SCiaKEF53wZY/SBbGDp0aOpYnIf5BuMr5AkQ5jAPgQGOOQBFqQktjRdihxEUZispuaDHosgjJAWE5TAXOOGEE5SMgPOJopQ6X0u/iMfXb7755tpO2kh7KXLMe2hiCNQjAjUTAof+huVHGFUcSYUhCVnyatQzRGFCefnZrGSCZV86MU2ml8rIDosR1ig8VdQCwHUutJvqtaJQ4rtSf8DEEDAEagMBvL/rrLNOxV4MdR/SETLgDaKmmkn2CJAojwdtawkpxKNvUloEKCyNF04Y2ZwYFPXkhH5RwBPPjOTh6ncKQLZUHnroISW0EHbQ1CE4B95S3nfIl3gOIDkIdXYoBCzKj4bAEg5JnwC5At4fkrqFxlePBZEDhUgJRw3Hp914FAmvZI4AiU5LhHB8nk2KW1KIWxjo9P3GQwVWH330UdGKi7ekvbaPIWAIzEcgqwBWFA7h/ndCV6kdCcUHyf1Ze+21C86aNL9pzX+jMyQMgnwAwiDiQueJqxuGC9ppYggYAoZAKRCQekVOqHG1GF70fIQRkbcIC6JJdghIjScde5hcowBVogwcONDB9odiS1FnJtNMtIXaWJm+KrHNubRJSIY05DQoP9F9JSpEFRfCvvIxhDKnQIlIEkLdUGB23XXXJquPPvpoLcbOOI+ixpyAQskUMUbEi6RMsVIiI6X8sJw5DdtJ+QwtonvMMcewOGdBMURBe/bZZ1MFIzHGwnSHYoQiZiGvOcNqOxgCJUEgKwUotES4wjUeN/zmP50+cfl9+vSJLi7Jd3Frq8WHwYekSeHUV4WMGHE++VikSnIBdhJDwBDICgFi6yWkRd9xDBrE8tMfVaJgcYbsgEmYsD3pZAsPOt9JzIa62SQ7BPCYMTH+7LPPNK+CyWalCIY3DHF4FpIEemOiJoSpLml11SxDccegmCQs556wTT6ywgoruI8//tgJu2uTw7A8eG6arJQFUkdOc3qS1qFYoUTjOYoLVN94kYgWaam8/vrramiNzzXABOVQ6le19NC2nyFgCBQZgWZJEAgvk5hZh6IhFZsbJfZJXKOy8JBoiFWznAJzBexQ1JPZcsstnVTfNeWnnDfEzm0IFAgBLLiEqeyzzz5OckA0tIxwF4hXJPewQGcp7GGw/NLGP//5zw5GShgoMcgwWYLAoVIVt8KiUJijMZGE5Q/llxAnlAnCi6IfxqlSC+2BdZCQJ7wIKGgw0/GMkgz/2muvOclfUWWX56CahTo9GBgl76rJZcDIhiIhhUebrMtlAeF0zDHi4eqE3Qm9vWuphwbmQLw9GEmThOX5vI+E0kG4kyQsZ72JIWAIVCgC6RK0qHYsTdYkx65du+r3Sy65RDcXamwlF2C9DPCJ1ZrTHbfUy8V1rrWBinlecJCirMU8hR3bEKhLBMSb4iWkxMukMnX91CsQL4pWr544cWJqeaV9oS7Z3Xff7amdJhPFktX7qDUSBPEOaAI+SfhJH/EGlvzWk1Qv4VcZz0s9G6FkzqlWTMaDxjYoBQnCIYcc4iXsvVFNPUgGpFipv+iii2ItatlPauNQu02K/mrdJ8hCIDnId2wV1jovuWOefiMqvJMcXzxA0cU5fRcPoBIeSO5xk/2oQ3jAAQc0WW4LDIFaR6BaSBDw6iQKFyA1drS4KGwsYnlTFhVJ9PPijvZimdNiXhJ2lrh/pSykncVmXTIFqFLutrWj0hFAkWEilSSwSYmlN7WKCQvFEGH9igsTDvGqeIntj6+q+9+1pgBV4g2VsDyfTeFdqZujxkNJtC/aZZRCAZLcJmWBZaxDoROviTKtUYgcRrZCCUoVTG0S0aGKEEyP+YoQI2h7YWrjnr388sv+zDPPVGULhtt8ZNy4ccpIKx5qD0shIiF3/tRTT1XjMQWRTQyBekOgWhSgxMBe3Pgkc0bj7Il1JpmPwqOEpbzyyiua5CcdYkULMbjRegC5NJbYYT4mhoAhkD8C1OMiLCjOgkb+ALkShAoddNBBqRNRpwNGx6TkagqJkvBMuJFJfSAAux4fhNAiasdQqHvkyJElZ4eDjY66MhTabk5gNxOqaNejR4/mNqv4deS4QDQg3hgHAyy5P9TgouBoIQXmtsDeVqjjkkMmlNlaPPm4445TRlvyCKltmOn+ZWqDeCR1LiSeHsUCPOjfYKojTJI6YCaGgCFQmQgkKkAhXjaaOEgHTiwtgw4dYKE7vmLBQ4fdUuH6YfjJRgpdVC2bc9o2hkC1IED+C+xnKDlifW3U7FNOOUUTycn1gFY2iITeanw9E1wSneNCzgVMWya1jQB5ISjO0BUnCWyfpabHhvQHVjRyXyQ8TIkamAyjmIvXx5F8DzMYbIAwgbG8FoScJz7VJsxf7r///qI0GyWHHLB33nnHSU0gZczbaqutnNQuKsr57KCGgCFQGAQSFaDA6BLttLH48BsGo2pRfvKFCPpPLNCZhOTcJIrOTPvZekOgXhD4zW9+46TIoVZfjytA1BFhgnLVVVe5Tz/9NAWJuNG16jwU/Fibo8nGkAlAvSs5Nqnt7UttIoDVnvpzUgBTvS5Y75mEwwyIh57k+VIL3keomWH2g5AhKdkdhjEm3RAJmdQ2AvRNEDDxMTEEDIHqQCBRAWqu6fkwpjR33Epchxs7FF1rrn3RiVlz29k6Q6BeEWiu32guPIhaHXhit9lmGydx9S6EnPz9739Xb5KFmNT2E0XIG4oG4VeSHK/h13hYhJBHC3TzXKAIlaO2Es8tHh6UMEIxhZBDKaG7d++urH/QYJsYAoaAIWAIVCYCOStA0JKWW6ipgTU5WxGmGi3cmu32tp0hYAhUBgJQ2ktSvyo7QsTipkyZ4tZcc01HYUN+m9Q2AtR2kwTiVB0X7r0wlOpF4yEk/Aya5HIoQAH5Ll26aD5a+B39T5gmYZ14QHMVakZJAn/G3cjJTfJAZdzRNjAEDAFDoI4RaFYB2mijjRqFnRCGgLufmOaokLRIReRSCfG2SYnR6c5PjLjQkaZbbcsNAUOgghHo2bOne/jhh7WFhOeax7WCb1aBmyYMZ26hhRbSHDGU4dVXX90NGjRI82yo8QLBwKhRowp81sId7owzztCxByUuV2GcFWbErHbDyGdiCBgChoAhkD0CiQoQA8vuu+/e5CjkuiSJ0NomLS7aMgqzCTWuFsgjNyCeUxA/sdQRiS+y34aAIVCFCJjyU4U3Lc8m77nnno48IDwd5FpCjnHOOec4DFsY3iiAXakCy1hLvD9cD+GfUkMq46Xttdde6hXNuKFtYAgYAoaAIZBCoBX85KlfVfYFJYgK0f3799ccgXI1v3PnzlqtHutkrQsVzqdNm+YIPzFJjwBUqOQAUCXdZD4CPDtvv/22MmixFIY3DBQoNt99953mU6y11lrzd7BvGt4EyyQT/mwUQMKubr31VqX77dSpU8UjKLVSHMQGhHwl5c2Q80P+z3LLLaehj7fffruS8TB08ey89NJLrp6fGZRCwuyk4GfF3+t8G/jVV1+pBzDpOcn32LW0P/losPbiPTVJjwB9DhTvNp9JjxFrKI2z9dZbuyWXXLL5Deet7du3r3vqqacKTmmf1clz2KiqFSCuc8cdd9TO/7333svhsgu7KYPzsGHDCnvQCj0a9RQQo/hs/gaRpwZGUSbF5veov7VMYMGJwSebiX39IdRwxeR3kPsE5TchX9kIE8RnnnlGJ0HZbF/ObTIpQKFtUvw2ZVCAdABa7N69e5f9HaNUAqUjMHpQP49JpxQLz+l+hWtsyf+rr75a2fFasm+17TN48GAlm7AJa/N3DkMT+drZ9hfNH61219KvwnBs85nm7zHjNAaoZZddtvkN561lPL/rrrsqnjK/6hUgLB0oH1gAeZBNiosAuVfkfJ177rnFPVGVHx2qeJjKypmcXekQUlMMBfGtt97KKaev0q+r0O1jog/tM56dWixBEFeAUIzJN81WGGzLYWh4+umnHQXCaX+SoIRS4NfIOpLQadmy8847z33wwQfq9WvZEepjL8hB8P7ecccd9XHBLbzKLbbYQj2nPFcm6RFA8SEcl+eqlqR1tV8MyZ8Uo4sqP8aIU+131dpvCBgC9YoArH+EpWT7Kceg/Pzzz7t9991XFVNCPSDm+X/2zgJcqmoNwwtQKTuxwbhiIbYiKgaKiNe6dlzswO4ODDDAwsYuLKxrF4p19YoiBioqWIiKDYLBvuv9cY377DNzZs/JOXu+/3nmnJnd+90za60/FwoqoSJ4pwgVZvJW5s1j8l+JCIiACIhAeRHInMuEiefoeKgMxHwMEhEQAREQgeZDgKp/Q4YMyV3wp59+at5UCvMQ8sacUoSb3X777TYdwqGHHprbtrHeUHyhb9++bujQodVOSeU68kGJmadgz5FHHumYzLccppCodrFaIAIiIAIVSiBzClCFPkfdtgiIgAhkggCJtv369cvdC0oESbWEm8UF7wqKBpORrr/++vFVDf6esMS99tqr6Hl69uxphT4+/vhjRxlviQiIgAiIQHkQaPYhcOWBUVchAiIgAiJQ3wSobvbKK6+4nXfeudqhqXKFEvTcc89VW9fQC1Bshg8fXvQ0eKlIRF9iiSWKbqsNREAEREAEGo+APECNx1pnEgEREAERKIHAHHPM4eabbz6bTPSUU06ptufo0aPNC1RtRQMvIPxt0003tfxTcpCWWWYZN//881sxBsp2T5w40T344IPmnWJC06Yo0tDACHR4ERABEWjWBDKnAFEQgXhrOk6JCIiACIhA8yWAl2e77bZzF154oWOC7o033thR+IaCA+TfkPP56KOPNvoNrrXWWu7tt9+2UL3jjz/e5mpKXsTqq69u15fPe5XcVp9FQAREQAQal0DmFKCVVlrJ8ZKIgAiIgAg0fwIUHGBC4UMOOaTKzWDkohQ1c8E1hRDWRv7Rzz//bJXfmJKBQgcU31lkkUXyTuraFNepc4qACIiACFQnkDkFqPotaokIiIAIiEBzJcAUB5dddpk79dRTHSFveH+Y961Lly65iVGb8t5QxPAISURABERABJoPASlAzedZlcWVbrXVVursUzyJnXbayQZoKTat2E0Y2FKyfqmllqpYBmluvEOHDjahLrkwlSyUl6b4gKRyCTARN2XQJTUTID+N4huSmgn06dPHrbnmmjVvpLUuq+OZFn7W7UjPVwREQAREQASagsCYMWPMWDB58uQaw8amTp3qpkyZ4pJdVuvWrd1cc83VFJeuc4qACIiACDRTAiqD3UwfnC5bBERABCqBAGFvXbt2de3bt3d4gZgnKP7ab7/9KgGD7lEEREAERKAeCSgErh5h6lAiIAIiIAL1S2CPPfZwX331levfv79bbLHFXKtWraqcYMkll6zyWR9EQAREQAREoBgBKUDFCGm9CIiACIhAkxCgshohclR723rrrZvkGnRSERABERCB7BFQCFz2nqnuSAREQAQyQaBdu3aWzK153TLxOHUTIiACIlA2BKQAlc2j0IWIgAiIgAjECTD/zzbbbOOuvfba+GK9FwEREAEREIE6EVAIXJ3waWcREAEREIGGJNC9e3d3/PHHu9VWW81eyYpvq6yyipVTb8hr0LFFQAREQASyRUAKULaep+5GBERABDJF4JJLLnGEwE2cONE9/PDD1e7t559/lgJUjYoWiIAIiIAI1ERAClBNdLROBERABESgSQl88MEHTXp+nVwEREAERCB7BKQAZe+Z6o5EQAREIHMEpk2b5nghM2bMcH/88Yf79ttv3RdffOF69uyZufvVDYmACIiACDQcARVBaDi2OrIIiIAIiEAdCbz88stu2WWXdW3btnXzzDOPveabbz6bDHXFFVdUgYQ68tXuIiACIlCJBOQBqsSnrnsWAREQgWZC4IADDnDTp093p5xyihs+fLjr0qWLKUTkA5H/owpxzeRB6jJFQAREoIwIyANURg9DlyICIiACIvA3AULe3n77bXfuuee6s846y2211VZuzjnndP3793cjR440b1C+wgh/H0HvREAEREAERKA6ASlA1ZloiQiIgAiIQBkQ+Omnn1wURW7ddde1q1lhhRXciy++aO+ZJHW33XZzd955ZxlcqS5BBERABESgORGQAtScnlYZXivhKZtttlkZXlnTXtKPP/7ojjrqKLf88ss78hQOPPBA9/XXXzftRZXh2X/44Qd37LHHuq5du7ollljCbbLJJu6RRx4pwystj0v6/fff7fd2zjnnlMcFNfBVLLjggubxGTNmjJ2pc+fO7t1333Xff/+9fW7Tpo378ssvG/gqdPhyJaD+p/CTuemmm9zaa6/tOnbs6Lbffnv37LPPFt64QtdgXLnlllvc+uuv7xZbbDG3xhpruLPPPttCbisUSdHbZlqCtdZaq+h2zWEDKUDN4SmV6TVieb3mmmtsfo4yvcQmu6xjjjnG3XrrrW6nnXZy/fr1s3Cd9dZbz02ePLnJrqncTkwVr169ernrr7/e9ejRw51++umuRYsWbsstt3R33HFHuV1uk18Pyg+K9JNPPul+/fXXJr+exrqAbbbZxjHQvfvuu93KK6/smAj1hBNOcE899ZS7/PLL3aabbtpYl6LzlBEB9T+FH8YTTzzh+vbtawY4QkcZ6G+++eYyLiWQnX/++caJoioYlVZddVU3YMAAt8suuyS21EcI3H///e7oo492GHgzIf6HIRGBkgl89tlnka/IFC288MLRSiutVPL+Wd7hvffei1q1ahX5gX3uNkeNGhX5BiO64YYbcssq/c0DDzxgTLylMofClzeOvJU/8p6z3DK9iaLXX389WmWVVaL27dtHs8wyS3TyySdnBstbb71l3wNvHMh7T999913Uu3fvyCtBtv6qq66KvKJs+3To0CFif0llEVD/U/h504auttpq0RZbbJHbiGW+kqL9jnILK/yNNyhZe9qnT58qJHyxFWtbfO5hleWV/MF73KO9997buHgDVPSPf/wjEzjkAcqEGtu4N+G/+e7f//6384MSWV/zoJ933nndXXfdZfkJYTWJ2y1btpQHKADx//1g3u2zzz5uu+22yy3FA0Q4gh/g5JbpjTNPImWgvSJk3CqJiTceuGHDhrlLL73Ubhtv0DvvvOMefPBBqwo3YcKESsJR8feq/qfmr8Cff/7p8GxcdNFFuQ1pV+mDmDdLMpMAYbR4yY488sgqSDbccEP7/Omnn1ZZXskf+D499NBD7rbbbnM77LBDZlBIAcrMo2y8Gxk8eLD78MMP3ZAhQxrvpM3oTOQtMKifbbbZ7Ko/+ugjyweaY445HOE8kpkEyPcZOnSom3322XNIfvvtN3ffffdZKEJuod5YOCXz4Sy33HIVR4P8hXHjxuV+TwAgt46KcFdccYWjPZJUDgH1PzU/a+8htlzK0FYQrkTeBsYTBvySmQQWWGABG8NsvPHGVZBgbMFYSV6qZCaBXXfd1Y0fP97xP0uieYCy9DQb4V5Gjx5t83FQenbuueduhDM271Psv//+Nk8JFrjHHnvMLb300s37hhr46k866STnQ56s7HEDn6pZHZ5k5kqSww47zD3//PN2y8z1s/POO9tEqHEGzA30wQcfWH5QfLneZ5eA+p/Snu2jjz7q/vnPfzryLffbbz930EEHlXaACtuaNofcXdofH95fYXdf+HZ9mkPhlc14jRSgZvzwGurSCTFgcBEXvBlY5yk7SyJ20moS37ZS3hfihPUoCBY3Ev1vvPFGt+222zqfv+D22GOPsLoi/tP58ooL1bviAkuUn0GDBrnzzjvPde/ePb66It6n4VQRIPxNEuYWKr1R9W2ZZZZxhJbGBUs3v6njjz8+vljvM0CAvsbnreTuxOdUOkK7/EN7EwAAQABJREFU1P/kkFhhg3z9dLz/wQtEVU0Mlj7/1CYOrrQCM2n6aahSJY8IDYxNzDtWaZKWU6a4+JuWiEAVAj7cxJLd/Bc999+7hSNf1jlaaKGFoldeeSXyljh7kUDoByf2/ptvvqlynKx/KMSp0H37CjOW4F9ofVaX+84k9z0K3yk/mMndrh/sRH5gE/mOO/J5HrnllfamGKfAgyTUSiqC4GPOI35rksohQFsZ2gr++zBI9T+Jx19q/xPal0orGpKGk89tibyR14pE/PLLLwnSlfExDSdI7LvvvpkpgiAPkG9dJVUJzD///BYzHF/qq8qYdX7SpElunXXWia+y975ClSUpH3roodXWZXVBIU6ff/655SxQ2jkuhCKceeaZziuKjvjjSpGePXtWS9wnJBCZNm2a+9e//mXWt3vuuccs+pXCJXmfNXFKbltJnykoEhfKgU+cONHmjYov1/vsEGBuMNrJIHgAzzjjDKf+JxBxrlD/M2XKFMv3Yf45yjsHof/Byz5y5EgrJx+WZ/1/IU7hvq+88kqbqoJwdcrq422sRCnGKZNMKkO31V3WBwGfBBeNHTu2ymvrrbe28posp1ytJIp8CJdZL33SehUcfpK1COs9JUklMwn48EArp/7f//5XSFISqBQPkJ9zIvLzcUS+iEiOTP/+/SNfTMR+X5RLHzFiRG6d3mSbgPqfdM/3448/tt8HERtxCf2Sz0WNL67o974Ij7HycwBVNIdSbl4eoEyqgrqpYgSWXHLJaptQWrN169YVWZ2qGoy/FlAphTyWI444wl1wwQXOhw1atar//e9/9jl4PwrtXynLmYGbwhBMFvvGG2/YK37vJO3G49nj6/Q+2wQot7r77rs7KieedtppdrN4CHnv5zcxTyHfH6otvvrqqyouku2vg92d+p90D7lTp042mfTVV19t1TSZKHj48OFWLXHdddfV1BV/YcSbyKSeeBfxlMErLlQpZZ0kuwQUApfdZ6s7ayICiy22mCWdMsfNBhtsYFfBQO7CCy+0cthNdFlld1o/UaxdEzO680rKXnvtVaX0cXK9PmeTwNSpU61iFeWvr7nmmlzxA8JHO3bs6O69916rCIfiTJL3ddddV5FJy9l8+rqr+iCAceDggw/OFdzB6Mb8LZdddlnFhngluaIUUiKcF4WdkkI1OClASSrZ+twC11e2bkl3IwLlQ+CLL75wDOiWWmopdTzl81h0JWVEYMyYMa5Lly42STCV3vDoUInp6aefzlWbJK9u8cUXdyeeeGIVZYdBHQOYJ554oozuSJciAuVBgBLyTOiJV6hdu3blcVG6ChEoEwLyAJXJg9BlZJPAoosums0b012JQAMR8PmEDot1vNgKJWoRwlLigsLERMMSERCB6gSIPKAYgkQERKA6gb8nLKm+TktEQAREQAREoFEJ4OkhMIH5f4Lg4Wnbtq1bb731wiL770v6uhVWWKHKMn0QAREQAREQgWIEpAAVI6T1IiACIiACjUaga9euFi5KIQQmwySM1FeEc5tvvrmLT6D74osvOgqLED4nEQEREAEREIFSCEgBKoWWthUBERABEWhQAvPMM48bOHCgu/jii92yyy5ricizzDKL86Vq7byTJ092Z511llWAY32+BOYGvUAdXAREQAREoNkTkALU7B+hbkAEREAEskXgmGOOcTfeeKN5d/xcQFbkIIS6+RnLbUJhPj/44IOOUvwSERABERABESiFgKrAlUJL24qACIiACNQrgWQVuGIH//XXXx0vCiBIREAEREAERKA2BFQFrjbUtI8IiIAIiECDEOjXr5+74447Sjo2k6OSMyQRAREQAREQgTQEpACloaRtREAEREAEGoXAYYcdVvJs9eQCSURABERABEQgLQEpQGlJaTsREAEREIEGI/DCCy+4bt26ueWWW85eDXYiHVgEREAERKDiCSgHqOK/AgIgAiIgAk1HgKpuPXv2dOQC/fHHH26RRRax4geUt15llVXsfefOnR2V4CQiIAIiIAIiUB8EpADVB0UdQwREQAREoE4Epk+fbpOfMrkpr9GjR9v/b775xs0222w24WlcKeL9ggsuWKdzamcREAEREIHKJCAFqDKfu+5aBERABJoFga+++iqnDAXFaOzYse733393HTp0yJXK7tu3b7O4H12kCIiACIhA0xNQTEHTPwNdgQiIgAiIQAECKDm8Nt98c9ti6tSp7u6777bJUD/66CP3559/ul69ehXYW4tFQAREQAREoDoBeYCqM9ESERABERCBMiOA92fgwIE2+WmrVq3ctttu65gkdZNNNlF+UJk9K12OCIiACJQ7AXmAyv0J6fpEQAREQATc448/bvMD3XzzzW6HHXZwbdq0ERUREAEREAERqBWBlrXaSzuJgAiIgAiIQCMSOPjgg93CCy/sJkyYIOWnEbnrVCIgAiKQRQJSgLL4VHVPIiACIpAxAu3bt3eDBw92b775ZsbuTLcjAiIgAiLQ2ASUA9TYxHU+ERABERABERABERABERCBJiMgD1CTodeJRUAEREAEREAEREAEREAEGpuAFKDGJq7ziYAIiIAIiIAIiIAIiIAINBkBKUBNhl4nFgEREAEREAEREAEREAERaGwCUoAam7jOJwIiIAIiIAIiIAIiIAIi0GQEpAA1GXqdWAREQAREQAREQAREQAREoLEJSAFqbOI6nwiIgAiIgAiIgAiIgAiIQJMRkALUZOh1YhEQAREQAREQAREQAREQgcYmIAWosYnrfCIgAiIgAiIgAiIgAiIgAk1GQApQk6HXiRuSwLLLLuuWXHLJgq+pU6fa6ddaay3Xv3//3KV8/fXX7uWXX8595s1LL73kvvnmmyrLavPh5ptvtuuZPn16bXZPvc8JJ5zgNtxww9Tba0MREAEREIH6I3DEEUcU7Hvol+6++2472Zlnnunog4L8+eef7j//+U/4aP/z9UlVNkj5YfLkyXZNw4cPT7lH7TYbOXKknefdd9+t3QG0lwg0EoFZGuk8Oo0INCqBzz77zK2wwgqud+/eec8766yz2vL555/fzT777LltVlppJUfnte6669qyESNGuI033ti9//77boEFFshtV5s3P//8s/v0009dFEW12T31Pt99952bOHFi6u21oQiIgAiIQP0RQNlAcTn66KPzHnTppZe25XPMMYejDwpy+OGHuxdeeMH16dMnLHLJPim3osQ3M2bMsP5nypQpJe5Z2ubTpk2z8/z++++l7aitRaCRCUgBamTgOl3jEVhzzTXd2WefXeMJH3nkkSrrf/rpp2qfG1phqXJCfRABERABEWj2BNq0aVO0/znqqKMcryA//vija9GiRfho/5N9UpWV+iACIlBrAgqBqzU67ZgFAscee6y788473W+//eb2228/h9Xqvvvuc4ceeqiFvg0ZMsRu8+STT3Y33XRT7pbffvttd9BBB7kePXq4PfbYwz366KO5deHNk08+6Q488EDXq1cvd9FFFzkscDXJVVdd5ThPUh588EF38MEHO8IjkE8++cQ6Tbxbm2yyiV3H2LFjk7vlPhN6d8opp+Q+8wZvFPdLeF+QX375xZ1xxhluiy22cFtttZW74IILjEdYz/9XXnnF7bnnnm799dd3u+yyi7vhhhviq/VeBERABEQgJQH6Hvog5NJLL7X2lSgB2uY333yzWp8UDpum//noo48cIXabbrqpO+yww4pGBfzvf/+z83H+uHz55Ze2fNSoUbaYEO4LL7zQ7bTTTtYP7L777rmQvvh+4X3a/oftb7/9dutXNtpoI7vm5LXgVTv++OMtKmPLLbe0/vKHH34Ip9J/ESiJgBSgknBp46wRoMFlUI/VjRA3/rdv397CErDgzTXXXHbL8847ryNcAXn44YfdGmus4Z555hlriFu3bm0hC+edd56t58/999/vNt98czs2ysJtt93mzjrrrNz6fG/atWvnzj33XPfBBx9UWU2OEiFtrVq1cq+99ppbeeWV7bjrrLOOI9cJhW311VcvmKdESMVdd91V5ZiEKQwdOtR9+OGHtpywua5du5qi1qlTJ7faaqu5QYMGuQ022MD98ccftg0dIAof+VCEaMBn//33d8cdd1yVY+uDCIiACIhAcQLkm9IHIfQ19CWzzDKL9UWzzTZbtT6J7dL0PygKtNUoVURCfP/9965nz57sXlCWWWYZd+utt7pbbrmlyjYso/9iPUY4+p2LL77YdejQwfo/cn123HFHd+ONN1bZL3xI0/+w7QEHHGDGRK4VoyH9TZcuXdwbb7xhh+LcKHP0rd26dbN1KFf0xcE4GM6p/yKQioAP75GIQOYI+I4k8rHVkVcMqr38oD93v4ssskjkc35yn9nvnHPOyX1+4IEHSNiJvFJiy7ziEPkk1sjnCOW24Y1XbiL2HT9+fOQLLEReWYq8FS/yXp/cfp07d7Zj/frrr1X2DR98bLbtd9ppp4VFke9cbB+uA+nXr5+dn3ME8d4n2+aOO+6wRZzXK0ZhtV1H/DMrfAdp+/hOy7Y75JBDIq9g2fWHHb1XybbxnagtOvXUU6N55pkn8p1N2CTiWvfZZ5/cZ70RAREQgUon4L0i1p7m63+uvPLKHB6f8xPRBwVhP2+ICh/tf7xPStP/sNPOO+8cLb744pEPn8sdyxuqrD33SkNuWfIN+y2//PJVFq+44ooR14X4qAbr55599ln7zB8fPWH9wnbbbWfLnnjiCTuP92DZ52R/xMJk//Pcc8/ZPoMHD7Z9+OMNb9Gqq64aeQOiLRszZoxt89hjj+W28Tm6kVfsonifnlupNyJQhIA8QKnURG3UHAmQXIonI/lq27ZtrW/nrbfechMmTHDbbruthaIRjsZrvfXWc4QGUDTBN9S5ELMQz+07Mbf33nvXeF48QIQVYG0LgjVuwQUXzBVzICSP83EPWL0Ic6DgA0IIW23loYcect27d7cwvXBPWCApJPH444/bYUnGxTq3ww47mNeJ2HRCLPAkSURABERABP4mgMc+2ffw2Ss8f29U4rs0/Q+HxLPklZlc1ALLCNkuJnvttZd77733zPvCtnhf3nnnHde3b1/bFQ+MN+CZd4kFeJro8+hr69L/UPmOwkR4rUL/Q/gbId5UlaNwA5EJ9HtHHnmku+KKK2w7qp16hcu8U3aB+iMCJRBQEYQSYGnT5kWA8K2rr766Xi8ahQMh7Ctf6BfrvdHBtllsscXsf/jjPUfhbcH/dEAoFHRghBoQfkCOEWERCJ0PoXaUMqUyHYJigoTz2ocS/pD3hBKFYrfUUktV2zPkLhHmQOd0/vnn2/npsIjVHjhwoPOWumr7aYEIiIAIVCoBDFrXXHNNvd5+mv4HRYS2PNn/eI+Qa9myZps3Cg7b0e+grGGAo9+iEmoQQq4vu+wyN3r0aDOIEYZNCHWa/i0cI/mf+6If4pz5hH6Hfg5lh7xaHwlhm3lvlSlE5ExJRKBUAlKASiWm7SuawNxzz233T/Jqvphq8mKIeUZIzlx44YXtPX/C3EO5BXneENu83HLLWVw4HiUUk2B9Y3O8SBRFYK4frGXEd3/11VdmHatJAUqWJKXDCoIiQ94ThQ9C0Yewjv/xTpMEVEq7oqD5UAQrgoD364svvnA+PC6+m96LgAiIgAjUI4E0/Q9eErbDWx8X8j6DMSu+PP6etv7f//63u+6668zQ5sOqLc8zRDJgeNt+++3Nu0RhBdp+IhToh2qSmvof9uN6eVHMh8iDpMw555y2iCgFCkCQu0r/M2zYMLs++l0MhRIRKIVAzeaAUo6kbUUgAwRo6OOdRBj8h2U+HtoUApQQBvzhNW7cOEc1HBpwChIgTz/9dBUiQTGqsjDPB7xAdDQ07iR4Bg8PIW9Y31jv83GsAg8N/+uvv25HKZQISvEGFJ74ekIp4kJhBcIQOF64JyyYJKaGkDwSajk33igKO/hcKXf55ZebVwproEQEREAERKD2BOhv4u00R4r3SWn6H/ahD6JIT1zS9j8Y3DCqDRgwwE2aNKmKAe6ee+4xhQfFiDBwlB/C04hGCMVy4ufkfdr+B4MhBYlC/8N/oiGYl4/+lwJAFBbyebZW/IdKrfSxzOPHfhIRKJWAFKBSiWn7TBPA0kRMMyWskVD5DWWE3B7CA/bdd1937733mhJCY/z888+b1YzJ71ZZZRVHxTga59NPP90q9uAdOfHEEx0Va9IIZabpeCgxjcIRhJhyLGCEAVB5B48S8xihpCCFJrhjpnHydSi3SqgByhtzT4SwOvYll4dtKG1NR4lCR6gB24bwB6rE3egr/VCpDs8UShTXiPcoPps5x5OIgAiIgAiURoD+hj6Fdpf8GiTeJ6Xpf9jnpJNOMi+9L1JjVTvpe2jP0wiTtBI+joGLHBtyb4Lwmeu6++67LeeVPmDrrbe2nNdCEQ5p+h9C2AjZo4+ij0EBu/76663fROkjSoGKcBgYCX9DGaI8NxELhPwRii0RgZIJFCmSoNUi0CwJUDnHl2gueu3JKnBUc/MueKs28+2331pFN6rQ+B9W5BtZOx4V2HwiplXDYbkvXxr5wgARVdOCUMGG8/vOy/bt2LGjVYpj+0JV4MK+/PdzHNjxvecmvjjyoWeR75wibym01z/+8Y+Iqjg+djryFjnbNll1x4cfRL7zs6pEnN9b7SIqx3kLW+Q7m9zxfansyIfs2fVSEc4rW5FX/HLreeMnlo28t8i24VhUtvOdUZVt9EEEREAEKpkAVdN8SFdRBMkqcK+++qpVL6VtDdXi8vVJxfofTuzzeCKvzFhb7T37kZ9nzvqAmqrAhQumX+Aa/Nx3YZH9p1KpN5JZv0Yf5L0v1q95A1rkQ++s6lyyClza/odKq/Rt3uNl5+bafbi1VYMLF0EVOp+nlOt7Yezn2Aur9V8ESiLQgq39F10iAiLwFwEmRaXYQJgDiMV4R6jkxisIoQpY65ZYYgmzUIXl8f/EPmOpqkuCaPx44T1z8SDMXZRWuKeQL1TTPsw5xH3iySokHIdY7Zq2KbSvlouACIiACBQmQDQBbWvIvcnXJ6XpfzgDBRHIRc2XW1P4Cmpew/UQ2UC/FsLEa95jZgGfNP0PHh3uv6Y+k76MKAlvWCx2Wq0XgYIEpAAVRKMVIiACIiACIiACIiACIiACWSOgHKCsPVHdjwiIgAiIgAiIgAiIgAiIQEECUoAKotEKERABERABERABERABERCBrBGQApS1J6r7EQEREAEREAEREAEREAERKEhAClBBNFohAiIgAiIgAiIgAiIgAiKQNQJSgLL2RHU/IiACIiACIiACIiACIiACBQlIASqIRitEQAREQAREQAREQAREQASyRkAKUNaeqO5HBERABERABERABERABESgIAEpQAXRaIUIiIAIiIAIiIAIiIAIiEDWCEgBytoT1f2IgAiIgAiIgAiIgAiIgAgUJCAFqCAarRABERABERABERABERABEcgaASlAWXuiuh8REAEREAEREAEREAEREIGCBKQAFUSjFSIgAiIgAiIgAiIgAiIgAlkjIAUoa09U9yMCIiACIiACIiACIiACIlCQgBSggmi0QgREQAREQAREQAREQAREIGsEpABl7YnqfkRABERABERABERABERABAoSkAJUEI1WiIAIiIAIiIAIiIAIiIAIZI2AFKCsPVHdjwiIgAiIgAiIgAiIgAiIQEECUoAKotEKERABERABERABERABERCBrBGQApS1J6r7EQEREAEREAEREAEREAERKEhAClBBNFohAiIgAiIgAiIgAiIgAiKQNQJSgLL2RHU/IiACIiACIiACIiACIiACBQlIASqIRitEQAREQAREQAREQAREQASyRkAKUNaeqO5HBERABERABERABERABESgIAEpQAXRaIUIiIAIiIAIiIAIiIAIiEDWCEgBytoT1f2IgAiIgAiIgAiIgAiIgAgUJCAFqCAarRABERABERABERABERABEcgaASlAWXuiuh8REAEREAEREAEREAEREIGCBKQAFUSjFSIgAiIgAiIgAiIgAiIgAlkjIAUoa09U9yMCIiACIiACIiACIiACIlCQgBSggmi0QgREQAREQAREQAREQAREIGsEpABl7YnqfkRABERABERABERABERABAoSkAJUEI1WiIAIiIAIiIAIiIAIiIAIZI2AFKCsPVHdjwiIgAiIgAiIgAiIgAiIQEECUoAKotEKERABERABERABERABERCBrBGQApS1J6r7EQEREAEREAEREAEREAERKEhAClBBNFohAiIgAiIgAiIgAiIgAiKQNQJSgLL2RHU/IiACIiACIiACIiACIiACBQlIASqIRitEQAREQAREQAREQAREQASyRkAKUNaeqO5HBERABERABERABERABESgIAEpQAXRaIUIiIAIiIAIiIAIiIAIiEDWCEgBytoT1f2IgAiIgAiIgAiIgAiIgAgUJCAFqCAarRABERABERABERABERABEcgaASlAWXuiuh8REAEREAEREAEREAEREIGCBKQAFUSjFSIgAiIgAiIgAiIgAiIgAlkjIAUoa09U9yMCIiACIiACIiACIiACIlCQgBSggmi0QgREQAREQAREQAREQAREIGsEpABl7YnqfkRABERABERABERABERABAoSkAJUEI1WiIAIiIAIiIAIiIAIiIAIZI2AFKCsPVHdjwiIgAiIgAiIgAiIgAiIQEECUoAKotEKERABERABERABERABERCBrBGQApS1J6r7EQEREAEREAEREAEREAERKEhAClBBNFohAiIgAiIgAiIgAiIgAiKQNQJSgLL2RHU/IiACIiACIiACIiACIiACBQlIASqIRitEQAREQAREQAREQAREQASyRkAKUNaeqO5HBERABERABERABERABESgIAEpQAXRaIUIiIAIiIAIiIAIiIAIiEDWCEgBytoT1f2IgAiIgAiIgAiIgAiIgAgUJCAFqCAarRABERABERABERABERABEcgaASlAWXuiuh8REAEREAEREAEREAEREIGCBFIrQN9//737+uuv7UCTJ09255xzjjvuuOPcW2+9VfDgWiECIiACIiACdSXw559/unHjxuUOc8stt7h+/fq5e+65J7dMb0RABERABEQgLYEWkZdiGz/66KNu2223dUOGDHH77ruv22yzzdyTTz7pZp99dteyZUv3yiuvuOWXX77YYbReBERABERABEoi8MMPP7g11ljDLbXUUu6JJ55w1157rdt///2t//nll1/cRRdd5I444oiSjqmNRUAEREAEKptAKg/Q4Ycf7nr27Ol69+7t3nnnHVN+BgwY4CZNmuRWXXVVN3jw4MqmqLsXAREQARFoEAIXXHCBmz59ujvppJPs+Cg83bp1c998841j3Zlnntkg59VBRUAEREAEskugqAI0ZcoUCz2gk1lkkUXcww8/7Fq0aOH69u3r2rVrZ56h0aNHZ5eQ7kwEREAERKDJCLz55ptu9913dz169HCffPKJe++999zOO+/s2rRp43bddVeHh2j8+PFNdn06sQiIgAiIQPMjUFQBmjZtmiNKrlWrVnZ3hMN16dLFdejQwT5/8cUXbokllmh+d64rFgEREAERKHsCv/76q4Vac6GPPfaYXW+vXr3sP/1P69at3UILLWSf9UcEREAEREAE0hAoqgDNN998rlOnTm7QoEFu2LBhbuTIkeb14eDEY992222WE5TmZNpGBERABERABEohsOaaa1qxg8cff9xddtllbsUVV3TLLruseX3OOOMMt/7667u2bduWckhtKwIiIAIiUOEEUhVBwOq2/fbbu6lTp7quXbu6559/3rxCc801l+UG3XrrrW7BBRescJS6fREQAREQgfomQPXRTTfd1I0ZM8YUHQxv3bt3d3iBxo4d64YOHWrr6/u8Op4IiIAIiEB2CaRSgLj9n3/+2U2YMMGsb+QAIXiDsL5JREAEREAERKChCFAGm9wfohHat29vp3nttdcsHJsQOIkIiIAIiIAIlEIgrwL0+eefuyuvvDL1cVZeeWVLSk29gzYUAREQAREQgQIEqO5GcYO0wrx0EhEQAREQARFISyCvAvT666+7TTbZJO0x3DbbbONuvPHG1NtrQxEQAREQAREoRACj2meffVZodbXlpShL1XbWAhEQAREQgYojkFcBqjgKumEREAEREAEREAEREAEREIGKIFC0ClxFUNBNioAIiIAIiIAIiIAIiIAIVASBWUq5S+YE4oXMmDHD/fHHH+7bb791zMXQs2fPUg6lbUVABERABEQgNQEKIfzyyy9WgZS56fjMRN0vvfSS22WXXVIfRxuKgAiIgAiIQKoQuJdfftntueeebty4cXmJ7bDDDu6uu+7Ku04LRUAEREAERKC2BFBydtxxR/fII48UPAQKkUQEREAEREAE0hJI5QE64IAD3PTp090pp5zihg8fbqVHmYju4YcftvLY1157bdrzaTsREAEREAERSE1g8ODB7qmnnnJ77bWX+/33392rr77q9t13X0exHgxvzzzzTOpjaUMREAEREAERgEBRDxAhb+3atXM333yz23333d0JJ5zgvv/+e3f11VfbxKgbbbSRO/zww92uu+4qoiIgAiIgAiJQrwS23nprC3t78MEHTenZbLPNLPSa+ej69+/vRo0a5e6///56PacOJgIiIAIikG0CRYsg/PTTT9b5rLvuukZihRVWcC+++KK9RzHabbfd3J133pltSro7ERABERCBJiFAietu3brZuZdffnkzwI0dO9Y+77fffu4///mP+/XXX5vk2nRSERABERCB5kmgqAK04IILujnnnNONGTPG7rBz587u3XfftU6IBW3atHFffvll87x7XbUIiIAIiEBZEyDcOvQ/GN2WWGKJnBFuttlmMwPdV199Vdb3oIsTAREQAREoLwKpcoCY6JQ8IOKv+/Tp4+aaay4LhaP4weWXX+569+5dXnelqxEBERABEcgEAfofXvQ79Dfdu3d3F198sUMxuuWWW1ynTp3slYmb1U2IgAiIgAg0CoGiOUBcBTk/5P8svvji7qqrrrL8n4MOOsgsbx06dHBPPPGEY+ZuiQiIgAiIgAjUNwFyfa677jo3YcIE9/7777sNN9zQTZo0yeEBOu+889wRRxxR36fU8URABERABDJMIJUCFO7/t99+sw6Hz++9956Vxe7Vq5ebddZZwyb6LwIiIAIiIAL1TiDe/0yePNk9//zzjtxUjHASERABERABESiFQCoFiATTmuZZmGWWWXKKUSkn17YiIAIiIAIiUBMBFB8m3a5JyA2SiIAIiIAIiEBaAkWLIHCghRde2LVv377gi/A4iQiIgAiIgAjUN4F+/foV7HtCv1Tf59TxREAEREAEsk0gVRGECy+80CZCDShmzJjhPv/8c5ucDs8QE6RKRKC+CTDR4csvv2zftbnnntv94x//sIIbVB6si/z88882ie9HH33kfvnlF7fkkku6DTbYwFHivRRhImCs00lp1aqVm2OOOSwxu2PHjsnVDfKZySG/+OILt+WWWxb1xr711luOe99kk02swmODXNBfB33ppZcsV+Of//yng4tEBEolwBxzXbt2rbLbd999Z5Xh+A1ec801VdbpQ/Mh8PHHH7vRo0dXu2DmeKKdn3feeW3i9bq2+dVOkGcB/QIT7i611FJulVVWybPF34soCEX59UUXXdSttdZaf69ogHfkYI8YMcL6vxVXXLEBztAwh3znnXfcBx984NZYYw3LH2+Ys+ioIlAHAl6BqbX4SVIj/+OPLrroolofQzuKQJKAH6BHa665ZuS/1tVe8803X3T99dcnd0n1+c8//4xOPfXUaPbZZ692XM616aabRj63INWx2Mh3znmPE79un6wdffvtt6mPWdsN//Wvf9m1fP3110UPcdhhh9m2cG5o2Xzzze1cU6dObehT6fgVSOCss86K/BxBFXjn2bjlSy+9tGgb6pWfyFf7a/Abfvvtt+1aDj744KLn8gq4bbvddtsV3bauG3gjoJ3ruOOOq+uhGnX/448/3q771ltvbdTz6mQikJZAKg9QIf2qdevWVp6UGbpVhacQJS0vhcCzzz7rttpqKzdlyhS35557up122smttNJKVnTjsccec8OGDXP77ruvhcTsuOOOqQ+N15IZ5bHaLbLIIg6vpleynFeG3JNPPukeeugh9/jjj5uH6emnn7bjpzk4VageeeSRKpuSr4CH9Oabb3bPPfecW2+99WzurJYtU0WcVjlW2g+rrbaaTQbJ9UhEoFII7Lzzzs4bNZw3Mrj555+/Um47c/dJm86zjAsT4I4aNcoNGTLE7bHHHraqIcPt6QvwoNPfSERABLJPoE4KEHgIp/GW9eyT0h02OAE6PJQe7y1wd911l2OeqSBMfui9CY6Z35kVng5xnnnmcT179gyb1PjfeylN+Vl//fXdAw88YPuGHQitI89g//33d9dee63zVj1TiNIoEyg1hJLlE+6FEDjK9r722mtu7bXXzrdZvSw78cQT6+U4OogINCcC9D+I+qDm9NSqX+syyyyTtx3dfvvtLcyM9vm2226z6Tiq710/SwiFxkAmEQERqAwCqRQgH2bgfLhbFSIMUr3L2GJmzz///Crr9EEEakOAWH48Jyg3ceUnfizydO69915TfLAajh8/3hEvXpOQp3P22WdbuXbOgeKUT6644gor7c68Vt5t7/bee+98m6VeRnl4LJb8PkaOHFlNAfrwww/dM888YwoSilKPHj0s3j15gokTJ7p77rnH8nYWXHBBRxw4lkqqLwbB0wQLPGbxeHkqOHIOSgYvt9xy5l0L+4T/WM/JpcDyufrqq4fF9p/cIkrek8OT5Pbiiy+6N99805gRq48iiZctfv4qB/vrg3dPO7x5r7zyiuVgde7c2eZ1YX+JCCQJ3Hfffe5///tflcXkYHzzzTfujjvusByDhRZaqMp6fcgOAQxJhx56qHvhhReq3RTedtou2qHp06dbrhgRBG3btq2ybZo2BwMcxjHao6SxilwWPP1ss/HGG+ed95D8IfIwafPj+Y70P3xPMeJttNFGVa6rsdvQcI8oe/Q3SSHnlnuFIW16Gm7JY9Tlc7E+kVwo5gKjnyEvOC6MSe+++27LN+IZBSl2TLajjyTXivv2IfaOMvucI+4NLOVZkWP76KOPOvpuDLa9e/d2REoxJuB9XNJcX3x7va9HAmli5fwPN/KzcFd5kf/gZ+KOvOU58o1QmsNoGxGokYBPdLaYYT/grnE7VnqLoW3rG6Wi295///22rVcOim5LvLL/eUXes1R0W34DxKfXJFtssYUdLxkH7UPwIu9hirzyFi222GKR7zAj702KTjrppMiH6+UO6cPzIh9qascg/4l9uD6fWBp5ZTG3Xb4cIO95inwnYdsvsMACkVeYIj+Zsd0bxwg5QDXFmId8IT/AyJ3Ld6KRV1DtuFy/Dz2y9xzTKzGRHwTktk3mAPnBQOTnDrPtuWev0Nl77uuyyy7L7ac3IhAI8B1M9j98r/ndkIPhBxthU/1vZgRCDtDAgQMLXvl///tfayNo8+PCcycHmXZnzjnnjGgfeb/88stHvrBCbtO0bU6hHCBygjiuH7zm2rp99tnHlsVzgJJtXbiAkC+0zTbbhEVRKW1osn1Oez+5k8XeMFbzVX0jbzDIO26DMX0F56jLeThlqTlAafrEyy+/3Lj7sMjYXc18G/ruiy++OLcuzTHZuE+fPhHjXO9ptOPzvMkJRkp5Vmx/4IEH2jHob2HJsXy4fuSLa0ResWaTnKS9vtwOelOvBNDwJSLQ5ARomBkQ02h4627R66FBoWHxXpui255xxhm2Lf+LybvvvmvbMjAvJoUUIBrMN954I/IhdXYsXyko+vHHH3OH85YgW+4rz+WUhZ9++inaZZddbPmNN96Y27ZTp07W6fqKOrbMVyoyJYl7p4MJklSAOB4DAa7R51Xl9t1tt93sHOxfWwXo9NNPt2McfvjhkbfC27HhFq4BJS5IclBw00032b7HHntsxDUi3BudMsqkt8KFXfVfBEQg4wQKKUD0B96jHXnvX+RzNq3NYLAYBCMRRiCMRhRICEYj7723Ng9DjPcI2eZp25x8CpAPibZze69O5PNS7Xje05MrgFNbBaiUNjSpAKW9n8Aq+T8oJt4LX2WVr9hp93rkkUfa8vo6T9L4V+Wkf31I2yfSP9BPrLPOOtUOs9lmm5mSGvqktMfkQChAjD8wrPDMb7/99shHVdg5SnlWV111lTH0USyRrzBr+3vPpfVv9Lko7EFKub6wj/7XL4G8ChCNiQ+dSf3CUiARgboQ+PLLL63hWHrppVMdZsCAAba9L8FedPugiKSpJESlOB8+YZ6ZYooYygWNWk0vH65mylD8In0omu3jw3rii63B5NwoA+E3SAdPJbnQwbMD1RfPPffcyIdk5PYPykeoAjd06FA7x+DBg3PbhH05fl0UIBQfPGRhQBBOwP1wXB+3HxZFSQUI5YhtfMhBbhve+AIUEVa9r776qspyfahMAnzHS+mDKpNS87/roADV1IYyMKXdiEea+JAya0cYuCaFSp8cj8EokrbNyacA4WXEW5KsYnnJJZfYOWqrAJXShiYVoLT3k+QSPo8dO9auHaUuLgcddJAtD4axup4nKFppFKC0fSLX64tl2HX60LHc5TN+4HsSfx6lHJPvEd+ZfFEIpTwrDKd4kmi/4nLnnXfa8eMKUCnXFz+W3tcfgb+TCPzTD0Lcv9eww8ei/8nXIGldIgK1JUBFQYTqb2mE3BbEhz3Yf6+EW/EE+xD7Q5xwKccmmZr8Ah9yUyXHJnbIKm99o5urXsQ1jBkzxvkOxuK9qQLXvXv3KvHg3jtkOT8+fNTigUMSdzgolenI1/ENuiX/UkGO/B7iiKl658PHnPfsuGJFD8LcGsQxxwUWLPODg/jikt77EIMq25NDxD0TR40Qi11IKBjhlTfLKSLXy4cIWky9t945XhIRgAD5YJ9++mlqGL5LTL2tNiw/AszzRG4jz5FcDNoScnqOOuoo5wfSjtzHuJA/iJDrkWxDw3xu5I0dcMABVlyhNm0OeSAhJzWZU0SupR8Yxy+ppPdN2Yb6gbdbd911Hbl19LdMJkzf5QfplgO68sor2700Vltdap+41157WTVYimJ474xdq/fYWCEU1iGlHtN28n+SuV8sT/us+K54A6TzIXC5MUc4rlfM6jQOCMfR/3omkE+XwgqLNTa8qD9PrL8fOEVXXnll5BOybR3zL2Ad8QO2fIfRMhEoiQDeD//1jgjzKiYhBI4cGcQrG7Yv+8dfWJHPO+88W3bMMccUO2wUQuC84lF020IhcMECSU5T8l68caHK9cWvNf7eJ3va+SdNmhT5xNkq+xAWh1s+hHiwYdIDhNeI4yUtUWyL94h1wdKXtDCyTZB8OUB4yQjT80m0ubh7jueLJNhxyfEJkvQAsRzvFDkd4X7JcfJFHSI/qAm76X+FEyD8JvQ/eAmIpffJ6ZEvKBJhTb3hhhsi8jDIy2AuIEnzJBA8QMkcIPJ7llxySQtxi4cEh7v0ieS59iO0I8n/tE9B0rQ5SQ8QocMc84QTTgiHyf3HI0+7Ffc45Gvr2CFfDlApbWi+9jnN/eQuNs+bENrnlQhbS6gh98pvLi51OU9aD1CpfSLsyGUlBz2In7g26tChQy58vtRjBg9QCJ8Lx+V/2mflKwgaQ19wKb577j2h8MEDVOr15Q6iN/VKIK8HiIo6lJ0MgvXZ50+40047LSyy/95lahVTmEOF8sISEagLASxOlCGlYhqegULiQyFyVaHCzNg+VMH5RqzaLvEy1Ry3mATLYjhuse3zre/fv79jhnMsVD7nxixtXAcSKqT5ztL5PJh8u9uyUH0GyyfWUCrzUFWG6mlUwjnzzDOd7xht7qJ8BwmeMSx8wQMWtvMNenhb5b9vWap85oOPY6627JBDDnHeEGIzpuOVwmvFzOnMr+TD66ptn1zgB67GhapJzL3EfVHJifmY+OwHLsld9LnCCFD5Kwgl7KmgRRWm+He5b9++zitG7rrrrnM+FDZsrv8ZIOATxq0v8Hk+Nj0BHnPGIUFCO0oby3gln/jCCLnFtWlz4m1o7kB/vaGt9EpQcrF9Traj3ghWbbumbkODB8uHp7ldd93V+fBw+235PNQq11obblUOkOJDeJZp+0T60n//+99W2dUrElbxj4gHb+DMRW2Uesxwmfmmvkj7rJhHCvEKbzhclf8+D9iiOlhY2+urckB9qDuBYuoUCd14f6golU/IMQhabb71WiYCaQkEK5R3wVeJ9yb2m5wTqrkhwYOBRzKtYCHyv5bIh2pW2cWXxY78JL6RL1dpljqsSMQS+3l7qmyX70MhDxDbkqyJlYpzxpN3iSXn9+TLTec7pHlBODfeHZIovdIWEbMdFx9yFmFN4tih4lrSA3TOOefY+nxV8vzg0tYFDxAFGziWLzUbP429p1AD60IVODxSfPZhJtXi4kn2ZF28gl7SKkrctld2qp0HCzD7kq8lEYE4Ab5DhayqVELke0PCvKT5ESjkAQp3QtvJ800WksErw3JvfA2b5v7T9hIZ4EMobVnaNifpAaLfISoh3p6Fk3gDl50/7gGiP+KafOhc2Mz+k+/I8lAFrtQ2NOkBSns/VS4izwf6ATyo/HbwZlHZMy51PU9aD1ApfWK4vnHjxlk/SlQHlYjhGwoFsU2pxwweoHixIo5TyrMicorr8IZcdq0iXC/rwli51OurcjB9qDcCM83S/skUkjnmmMPyLArl+KB5UzdfIgJ1JeA7CHfyySdbHg2eEywmCDHheH1Yv9pqq5n3gzlp8EKkFa88mfUFr2V8sjv/SzLrFxZH5mjwjZh5ZrA81kXIPWLOIQTP6SeffGLviSUn1+X111+3eSVs4V9/fAPuvMLhsLp5Jcnm18GzyrwSccEy6cNDLKY4WJLi63nPcZDkHF3kFjGnUFx8GWv7SO5R3DtEPhPXicAJCfeB1TUeF8/68DzIoSokeL2YwwiPT1x4rki7du3ii/VeBBxzZDG/R/gOxpEw/wuWfryPkuwR8BXJLF+F+XXIBQrCvGS0keT2xNss1mOx90qLecj5XNs2h/xOcjDxVI8aNYpD5cQrbrn34U1oR0MuZFjuQ/jsbfj+lksbSr4MbTV5UuRbhfyZcN215Rb2T/u/lD4xHNMXS7I+jjwm2gavWLiQ+8U2tTlmOHb8fynPij6RXJ+nn37aohnCcfh+JnN26+v6wjn0v5YE/I+yqGCVJWaf+FByJKi4QQwjy6lSRQUniQjUF4FQRx+rn1cGIur6Y/HzAyGzovivuuWjYUUpRbAQhcptlMykghweTLwneGU4Lt4fvC5ppCYPUNjfhxfYceNWRDw6XnGxF6W5Kd1KnhIV8JLep5D/g3WRWHjyHyixybXGrY9JDxDnD1V8qMqG14W8CvKHvKve9g8eILalrGjgSrU8r7RZNTrKybIcLxFC5bcwt4FXViNKpw4bNsysm155sXvq0qWLbcufpAcIayhtBs+W6/Phb+bR496xQtKuSEQgToDfB7/P/fbbz74f9D/0Q1Rs4jcor2GcVvN6X8wDxN3gmcFTwXcg3jb7Abu1TeRr0gYNHz48Ct5tryDlQKRtc5IeIA6AF4moAL5nzEHDWId5gfwAtlrVMcpK01ZSCQyPJXlqtNvs7w3J9p5jltqGJj1Aae+Hc9Uk5DExNw3XTKlxPF5xqet5ggfIG7fs3mGRfNH+I6X0ieEa6Q+5dl7kpiellGMW8gCV+qyIlOJ5833lu0gf6UPEc/NHxct3l3J9yXvT5/ohgFWtqFAO2FtVcl+28KXjR00tc4kI1CcBbzGJBg0alGucw/eNTodG5eijj7bBMoNoyqGWIgz6KaDAfEPhuPynXDVhY6uuuqp1tJTaxP1dk6RRgChLzXacAwUkCJO9eu+OKQPhOrifZMIv4W7MD4RiFLbjd8eEbfHy8/kUIDo4OiFKubIvx0AhCyGEcQWIMAiuJ5yDiQV9nlHk8ytsWQiB4/oZhISJaMNx6UC8tczmU0DBCaF5SQWI/RmskOAczsXAhpA6FUGAjiQfAcJj+d6H70z4T9hmcuCWb38tK08CaRQgrjwUlqEQRijsQj9BUYx4QRXaEgw+hDTHJU2bk08B4hiEJPtqczao5XvnLf0RRWowJMWNUGzL/YTvKddCf0L4E+HQIQSO7UppQ5MKEPunuR+2KyY+X9V+U/kKPbBvXc4TFKDwW833P664pO0Twz0RIg5rjImEPeaTtMcspABxzFKeFdt/9tlnVqobgy3GQr4jFPXg/sPkqmyHpL2+mVvrb30TaMEB/YNJJZT4I+SNcn+USvSWXpcvaSzVwbSRCKQgQEiab1AcIW++E8klQfvBtoU2UC6XMIhShTLaEyZMsDKgJFiTTI2Q2Ootd3ZMyqhy3oYU78WyAgech0IOXknJezqKEXC9/N688mHhH3k3LLDQW5ssBNB3GAW2mLmYcEPC5AhrLXQtbAknyhT7yUytZHGhULxCJ2N/zkObwv3EE5YL7aPllU2A3yxhmd77Y99ln0fnvHGhsqHo7o0AbRFtl/dwF2xL6trmEJJNe0VBhpqE83hPgPUpISwu3/bNpQ2tK7d8917TsrR9Yk3HSK6r6zHTPivKbxP+nhRfXc5KuVN8wiuVydU2dQSFjoqNA6rtqAV1IlCSAlSnM2lnEWgAAsTX1jRQr+0pG+q4tb0e7ScCIiACIiACIlC+BDBiYmTEURB3Dvhwb+cnb7c5heoyf1T53nnzvLK8ChCWZiZ/2mqrrWyiMRK4vNu54B0yiRllCSUiIAIiIAIiUFcClJKnrCwTYTJBYyhPX+i4lMqWiIAIiEBTEvDz5jmfm2hFOCiIQGSDz6VyPvzdpotgmodiURhNef2Vdu688wBRx5yqb7h6mWmZShv5atkHWLgXpQAFGvovAiIgAiJQFwJUaiR8CAWIUNRCVUjDOaQABRL6LwIi0FQEfNl2i0ihAizz2iFUqGS+vCuuuELKT1M9mALnzesBKrCtFouACIiACIiACIiACIiACBQgQHlxcpd9NTjLXS6wmRY3MYHUChAJhjxUZqb3E325q666yuZpYY4SiiFIREAEREAERKAhCJCTR+ETCmYgzFxPWBxzd/kKiA1xSh1TBERABEQgwwRSKUC+VrvbdtttnZ8HyO277742kSPuPWK0fclb64iWX375DGPSrYmACIiACDQFASorMTExkxX7OYHctdde6/zcP9b/UB2R8LcjjjiiKS5N5xQBERABEWimBFIpQJQaXm655dzVV19tpSZXWmklq2hBwlfv3r0tV4hOqVLF13h3fr6WSr193bcIiECZEfBzo1gp8zK7rFpdjp9M0N18883m9enRo4fN+E65WGZcxyjn5++yfqlWB8/ATpTY/fjjjzNwJ7oFERCBLBDw8yw6PweWOUjK+n6KTSzEZFNM6PX666/bpsxYz+cw0ZivFmcz3RY7TpbX+87YJrnyD1r/xUDfAX0Hmvw7wGS0YcLI5t72eiNbFCZq9AN9Y8uEkwgT7tLuMglvpYqPzkj9fWMSaF/cKPX2WenTmAyayZf5XZTDPbVr184mk95ggw0int+WW25pk6YyWXU5XJ+uQWO5un4HfJRY2TfJeavA+RvPCeWv/V3k5lohHI6cnw4dOtg2vgNyTCRZyfLbb7+5e++917xhlcxB9y4CItD0BKiatv7667s//vgjN3Fw019V7a+ACVAJtUYee+wx+9+rVy/7T//TunVrt9BCC9nnSvxD/8PcIgMHDix6++PGjbM83kqbePjtt9+2UH3GMkSzELIfJr8uCq2BN+D7PX78eMd3eb311nNt27Zt4DPq8CLQsATmm28+N3369IY9ST0cvagCxI0wu/KgQYNsgD9y5Eh36qmn2qmJx77tttvc6aefXg+X0nwP4T1iNulVmzZtmu9N6MpFQAQajABlUZnPhikGKIl68MEHO8LUEIwn3qPhvvrqK9e3b1/HvGt1ERSCLMmaa67p7rnnHuet5TbHxoorrmhh1wwazzjjDFP2KnnQSP9DyEma/ofw9azJ119/7S655BL3wAMPOO/lsd/QDjvsYLf54Ycf2vjkpZdesjwyyqp/+umnVladgk58l1ZYYYVU7BqKG8+NkE5ChvIJ90BFsY4dO1pFMSqLSURABOpOoKgCxCmoX7799ttbDDaTntKI/PTTT27zzTe3CZ+22Wabul+JjiACIiACGSTwwgsvOOaHYC4brM4HHHCAo6rZKaec4saOHeuOPPJId8MNN7i5557b7bnnnm7RRRe1/wEF1TdHjBhheR7MKbHJJps4H0ITVmf+/9FHH+2IPMDrg6KD4Q058MADjd/QoUMzz6CSb5Acp0ceecTxn3xkvgezzTZbDsnZZ59t4xEmnCQXigncV155Zdt2jz32sM/8/k466STLXX7ooYfMEIFX6LXXXrP83c022yx3vHJ7g4KE4eStt96yaBzaBxQ9Xng+UYAlIiACpRNIVQSBwzIR6oQJE8xiEn5weIMItSgnIRzg2WefNZdyt27drCFs6OtjZt877rjD9enTp6FPpeOLgAg0MwJXXnmlKSxhsmgGYMcdd5x777333LHHHutmzJhhHnZu69Zbb7UqZ88995zd5RtvvGEeo2ABJkwG5efGG290W2yxRV4SDOrWWmstR4W09u3b592muS1EYYQX0QjhnrhPwrGz5vEq9dkw4Cesi0F+1uS6665zFFsiZM/n8dh3gEH/8OHD3SqrrGK/HYwGZ511ln03uH+UHioG+rwahycITyFjFoy27Es59RDCT0gcrxBiWc78MIR8/vnnNg5jLEbhJSrx7rfffs3i+suZra6tfgnQRmPw4zdYzpLKA8QNMMj/8ccfzRuERWKfffZp0lhVBg3nnnuuub0XXnhhs6bS6OHinzRpkjGn0WOgkSY2upwfkq5NBESg+RI46KCDqlz8f/7zHwu7YSGDsZDPwmcGsqGiF+0Ylmler776qoXJkJN55pln2rQEzIODR74SxCeHWx9EKBxVNwkTJOxL4UClPX3Cv+aff/5m4UHE04e3lPBQfkNBiWEZ0ScoxISOYTQIggH0qaeestLo/LY6d+6c85CgRKH4xBUgjskrKZReZ64p8puZe4qxRVOHWfJdxwDAC5kyZYqNyfIpb4zVyAEkhUEiAiKQn8DMzNL863JL8f5gbezevbs75JBDzNvBj2/ttde2z3TKjS2EjZx22mnWKTIQwArGHEU0cMOGDbMBA5YRX7XOYuwb+/p0PhEQARFIEiBnkpyfCy64wFZh0WUQF4QwuFBS/7LLLjOLNSWgwzYYnwYMGGADQMo/V4rQjqMckiOFtZ8+hxBCvPzvv/9+pWCo833CilCy5iCEttGnky8XlBSUGH4PWJjJq4sLA/4wMftOO+1k3hJ+T3Eh746J3IsJ+zHFB6F2I3z4KV5ccvgoMEI4WjkIDAiJzSdcJ15i0hfIjfJVfM0wjOFYIgIiMJNAKg8QFWawthDm9e677zoSCgnDoIMmhIO5GRpzNm6qptAgYfnZdddd3dSpUx15SPzQX3zxResUuT2SZz/44ANrCMhhKlU4FqEnxQSrE+EmEhEQAREoRGDw4MEW6kaILhZlhAEZxqQgtCMkZyMvv/yytWt4P5JCe0ZOQyUI+T/cK54vqmRtvPHGdtsUQCCskKI8hFtkTUaNGmX9WbH7ok9OGwYYFIlixyyH9YQ4+vLn1S4FTwgGWdYH4XfDbwKv4P33328KU/K3xbbx31fYt9D/pZde2vFCacBQgedx9OjRjvBUztWxY8dCuzb5cvIEmTyY6+bFdaPIBS8SBmOJCFQ6gaIKED9+PCr33XefWR3PP/98Y0ZDimWGxhthqukAAEAASURBVJeQjsZUgMaMGWNJxKH4AsoYihANIhbBuGy33Xbuqquuii9K/Z4Ol3MVExQgGsWdd9652KZaLwIiUIEE8FYwSCdvMig/YCCvgbCkILwPAysGc4VKidLmVEr41+233+722msv8/gQvhQEAxdt+z//+U9HfkTWeKAo33TTTeF2C/4nH4Q8ljSy2mqrWdREmm2behu8nXHjQPx6UGSC0vf999+bQkSBBHKGwvdg8cUXr2LA5DtCpcXw+4ofr6b3hJgRCsdro402srAzUgKSwvHxDlHoJF9YWnL7hv6MAsiLSncIhmJyCDEg5xNypMi1C97mfNtomQhkiUBRBYhwDH4wVBzJJyzHM9SYQpgbihkdREiyQhnCXU1HELdy+cmYaj1PUag2VOzeOF+5zClQ7Fq1XgREoHEJEIqCt5r2ivwLQoppM0hgxnCDIYlEbsJ7Lr/8crMuc4V4OvB04+kIif8sp+1jYBw8ISzLsuCFL3SvDErJd0BxxFqfJaH6Ha9iQmL/vPPOW2wzW592u1QHa+CNevbsaQVBMK7G+3Ry44j28JOw2xXstttuVhZ9yJAhFhpJeCRjAZQVSmRTdIQCRZTKptR08LDW9vJRKvIJiijXxblRvnhh4OB88evPt29jLMNQ7CfBLXgqUgkw+KJ4klfNi7EWr6bOfyp40VohAnUg0LLYvvx4SaSLJxqGfVA2sLgQm92YQqeH4oPH5YgjjrBkP2J2GUyEhgZvEDG8NH77779/Y16eziUCIiACOQLkMjA4wvODksOLwRFCqApFEJiLhAIutLfkWSIoRniBaMeCJ5rj0M5RwhevUiUIk1aSO5VP6H/wBBQy0OXbR8uaBwF+N//973+tn6dcPB4MSl3zm2HMgeJDlURCJBmfoJiE3xeV41BE+H4QJsmYAUNtQ5ZMp1gCxRooWoLBgrAzrgujBmF5eK3KWbhuilthbGA8RTEWFDryiLiPtF7Gcr5HXZsIVCHgv9RFxSfbRr4xiXx5ychbKqN11lkn8gmIkQ83i7yrN/LzXBQ9Rn1v4L1SkU8kjnyjk/fQfhAReVd45EP28q6vz4UeaOTj0OvzkDqWCIhABRHwg6PIe4aq3bH3bER+QEJ8U+SVIfvvy/9GfuBXbduwwFeMs+04ZhbEK3+RV3Kidddd19pzWPiE9MgPgCNvrY58QZws3Gat78ErzdHqq69e6/3LeUe+5z6Xxb7PPHefD2fP3VdpS33ZPqwr8oUfUm9fnxvym/b509GIESMiH85X7dBcW77l1TaswwLvRbYxm58bKbroootKOpIvLBFNnDgx8spQ3v18ifHIF1iIfJ5R5MNy826jhZVHwHsbI58aU/Y3nmoeIEIusDaSxBuPScczNGjQILOw+MapSYRYeCw9SSEkAisGFqGGFrxOJOL279+/oU+l44uACDQQAYoO0MZRMYn5zSjy0hjtR5rbIfcFiyxhKXiLahK831mbB+jhhx92/fr1M09auHfyLKgSRihUJYfoEAKHR5HKX8WE70ZHn7zf3EK2mcuH6nWEOTanML5iz+Odd95xjz32mLUz8bAzPMEhl6nYMSjWRG4hv4cNNtjAeQN1bheWUznx8ccft2WbbrqptXHkRteHMDkr3zvysBgHkT/E95EXFeq4J0nlEcAD2hzmAUqlAIXHRwNE6IW3CFjIAZPQ5UsGDNtXyn8pQJXypHWfWSWAYYewGspTEwpCCA3GlXh+I9tcf/31jtxA8gxIwidMjRj5cpIsKkDwhT8DLqpxYdwiuTuEEpYT/8a+llIUIHJiKRagkMHGfkr5z+dN5KbYMaYKLwopMKZASSV3qVBRAnIJd9llF1OgyG3iWIQEUhSEkFFyfp5++mkrbECbhjAxLCGl9W2spa0k34r8LF68p4AF6QdpFbn8hLS0ORJoLgpQ0SIIwGe+HeJCe/ToYYmFzfGB6JpFQAREoBABjDsknDNAQBh40O4FYVCC9ZSSsmxDA89s9MT3P/LIIzYnWthW/+uXABVIyX0i3xOlk5ekdgSIlsgXMVG7o2mvuhJA0cHbw8uHttrhUPRRIihAhRKTFHKJPvzwQ2t7+F3gRQp52LynxDWGGYqvkC+F0G6Rh+TTFdzpp5+ePGSdP/OdouADr2JCsQW8Rih48RcRRVKWitHT+vokUFQBwspw7rnnWogBCpBEBERABLJGgI770EMPtYqXhKQw2eaBBx6Yu00GFIQCMx9amF194MCBjsmWqVLFfGOVHIaVA9UAb0hkp3wvCpCkbgQIkWLQLSlfAhT1oGgDr3xCuWqf52dKD96c559/3tollAkUqRtuuMEM1bRhwUPK5MsoRB19+CPHb0rBW4VXC6MTr3HjxlllTK6JtpX2lAqZEhFoaAJFFSC+iFQ3IfQAF6saz4Z+JDq+CIhAUxFgXjOqHjFfSLBm4v2555573FNPPZVTfrg+Yu4vvfRSi3XHC1SbyZab6j6b03m7du1q1cAmT55chX9zuodyuVb13+XyJGp/HeTWoEAwTyH5iigRhJxRLv7NN9+0CrmM2wiHCwoQk9mTL4fRhkpvKE1NJShgeKyC14rrIKQYj5cvbpHX60V4IGNQFCSmEuC/0i+a6glm57xFFSAaTCyhJPnjokV7T8a8kwtESUqJCIiACDRnAr6aliNPgs6WgTeehy+//NLi6JlZPSmEwmGFxYopaRgCm2++uU22DWeKU5C/kgyVOe+88xrm5Dpq5gnw+2YuqU6dOtkcOM3hhvE24wnC65MsNEAIHS/C55ikHoUJY84tt9xi+xCChpcbJYKCEvwnp64phbmHuMZgdEpeC793X5HOwv0wSOGNR5EKCpGvECmvURKaPhclUFQB4ghYOfmChiS95FFJupMClKSizyIgAs2FwPvvv2/W05122skuGaMOyeVYWFGEECqx+VKy9j78oSMmDj9pFArr9b/uBMi1QhFFClmus6gA4fGi4EMx+f33321AWGw71jOpOQNHvJeVLhQLIbQ1VM9DYeCzn/aj7POkMAQgTIiMRycuzHXEeA2lgCIueH2YhNlPY2JFCTBi+/LbjrmVUCZQLJg0drXVVosfxt7TvpXDdwWvT5j0nmui6hweI34jvKcIQ1JQAglZRrmTxyhJR58hkEoBovxqJQqDIkJh0gg/SokIiED5EiCxGE82ycCEWlBFzM8h4/zcZjaJIhWL8AAR8kvIGxZWPmNhXW+99WwqAAbjfi6S3E0yuzxJyaFzzq3Qm3oj4OcucbwqTajUhfExjeCJTCMvvfSSVYELoVFp9sniNoSKbbjhhha2Ss4MuTMoCUcddZSVmydnppyFQT0TxVIaHgWASeFJUWDCUoocUMKf7wSTwDKZLN5T2jPCzri34GlhH/K88+UvolQQDozCTMgd3iLOy/vwireFjcULhQyFhldNQrvMZLTBY0ShhuDx4j/TCSjXqCaC2V9XUhns7OOoeodYRIijTSPE11577bVpNtU2IiACjUwA7zXzY9BpovTgsXnuuedsTgyKH+BBoMR1mOuMQQGWVKrBIVgSsbp27tzZYunpOB966CErN0ty8e67797Id1T4dFktg134jrO5hsEpuRHFhJBAEuaDJ6Om7VUGeyYdqqMxCL777rur4CIHEI8vOX1UfSx3oUAIczQGQy3hbgMGDDCjTvza+R5RlrqY0hDfh/fkFuFpQcmKv/A6olT17t07uYubOnWq85M2l40XLXiMUITwGPGfF3OlURI+KXj6UR5R8pKhtslt9Tk/Afg1h3mAUnmA8t9i9peOGjUq1U2SJ5WMw021ozYSARFoFALHHnusKT2EUGHRRHr27Ol6+MqWzJGx4447ur333tteKEsoSPGEcTp7wuFIPD755JNz8wA988wzNvlgo9yETlJRBPj+5bPMJyHEv6fJdcnPeH6aOt8jeU2N/RllYMSIETZHTvLceAUIByNHpjkoQIS/7bXXXpaDyPeAiWLzhawREserVAklupP7oUwV8v7ceeedpmDw3eW7xmuuueayF2HF5C01psQ9Rssuu2yNpyZElHne8B4hFFpAaURZ5kWeWLlMjl3jjWhlKgJSgFJh0kYiIALNlQAWQELXiIcPyk+4FwY5eHYIeSPcDSlkzMDSjpdIIgLNlQAezEoXckNoExiU5xOW48VoLsIAP58noyGvv6aQy1133dUUIApLEGrMi3mImKMIJYyQ46QQnoyHKShK+eY/Su7TEJ9R2g444ADLlQueouA5Ih+PyIDu3btXOzXXj9cLZa+QYlhtJy1ocgJSgJr8EegCREAEGpIA1jwse4Xm1WA5pWSbu5DYTClcQjjUCTf3p1nZ18+gk7yvp59+2hLc1157bZuoeKmllqozGAbZHIcwNwoCxAXFB+8Qcx9KakcAIxNGpEKGpHxHRbkgL4t2GkGZwNPCi1A0jFSNGY6GIrTooovaK9/1JpfxXeI7ixeO7xfeIq6b/+Rb8V9SfgSkAJXfM9EViYAIlEAAqxwTkdJZ5gtxYDkhbS+//HK1AQ+WYJKEmdC0uQhKDqV7scKutNJKucsm9+e2224zK2ua0KncjnojAmVEYPz48VaggO8w1WXxGlC4hNwcyjozmWtdhTBWCgjw+9l6663tcHgsKBrA7wovhqTxCHTr1s3xovACxRp4FvznhVJEPlxS+J7Q5hGmxisoTOFzYypMhCFiaMOLFTxH5Bt9+OGH9so3Rxz3SAU+eY2ST7bxPudVgPiy4SZOK1gbG/PLlva6tJ0IiEB2CdBGHXfcce7qq6/OtVeE+FC5iDj+uFDe9owzzrDl5PMEoSocCcSUiC0nofOkCiXhI9xLUGjw8lDhCSsr87LFFSCs5Fi0mcPowgsvLKfbKflaeLb5Bj2FDlSb/IZCx8ry8k8//dQmkmyqEKM0bMnFoxLjww8/nMtbIYfvkEMOcbvssovlu4TfQ5rj5duGc8CCgSnnIjeFnF+8Fljzy5lPvvvJyjIqtVHymlcxQXHgeaEkYRTCEIYSglEL2WabbSwnKnkcwtX4/lDIJl++VHL7tJ85Hq+0FRYpwoOClM9rhMGO/CtJwxLIqwC9+uqrVjEp7al32GEHq/iQdnttJwIiIAJ1JcBgCAvgsGHDHFWdqFbEwJ+JMylpS+nqICeeeKKVREVBwOLLgIeCCExgSiUoOpzGFiop0dZSaQnPVVyZoVwxRRdIGCbmPAz4MDadf/75eS+VjjSZ45R3w2awkJwGBqhppRRlKe0xs7gdSjWsyGcrR2FOLX67lC9OKrV875n3hkp2zD1YV8EgguEDRQtDw+GHH25VHxmES8qfAApQMh+H7zZKEK98xRZ4znjJ2Y72MigtwWtEO0zoW2MI32GuE49R8BwFrxGGLnKRuMa4UMADjxhhdvWpvMXPUUnv8ypAHTt2dEOGDMlxoCO64IILrNHp1auXfbGwmt5+++02URtlZCUiIAIi0FgEGCRRhpqBEpWbEDqxyy+/3DqIY445xkLewvUQU06hA/YhnIak3K222somBkxrsQvHKvU/14ilj/AOlLbQqdHpYQUkVpzqTXHh2nhVqpx11llm0eX+sejymWpMWO4ZvJOr8cILL7ibb77ZnXbaaZWKqeT7Dt+9kndspB2C0sscXQi5efxmGW+Qt8OzR0mqL+F3d9hhh9XX4XScJibA9zsoM/kuBaWJ5423KPlCEUEByacAPfroozZ5LApTOH54T8hkbZWRoIAVyk9N3gOl7gnZ5nwhx4j8Il54jNJ4zpLHrOTPeRUgrKPExwYhNhNrSbKjOeigg2xeDBqoMDNx2Ef/RUAERKChCFCqlDYnKD/x82A5Y84fQiOIC49LQykWDNBQZvBC4YEirCYIcwgR742iFR+A0mGddNJJYTP9jxGIV4oiGZ4BwosvvljFw9W3b18zxoW5UGK7620BAsxtxwCuXCVM0Dl27FhLij/wwAPtN4xRljl6Qm5IuV6/rqv8CWAMQ3nglVaYXwlPPUoSCjiemzBHF+14vhBqvE1sx+8NRac+CtMQ1dClS5cqeUZffPGFhT3jGWIy7+TvG28X0QbybFZ/2nkVoPhmNDivvPKKY7K/pKCFogQRgiIRAREQgfokQKI/5atp4Jl/gXj9MJEfOSJ0KvkklGgtJY8x33GSy/BEhOvBSMTs60FC/Hm+ij/x7cL2+p+ewOOPP+623XbbKspP2Ju8kIEDB9qgpDHDuijpSwJzWiFfqxyk3KtR8TsnrIn5bQhvJfLkiCOOMIs3IWpMNk4oHMUKgrIEV54FuR3cXwgXLQfeuoZsEMj3+0WpQMEp5P3BW4P3Pwjfy+A9IoQNAx7KWCmCAS0Ue8AoEBd+A/mOhwEODxb9Jf0nr5BnxftKVoyK0ueBAYlZXZlxOCk8YM0tkKSizyIgAnUhQKw/xhWSXInLvvXWW63gAf/79Onj1lhjDZuTBysbYQ1xwSPNYDhfDHh8u0LvCTEgBwfjD+G9tH9BsKYRNpOsNsfn5LKwj/7XjQAdPXlaeMviHjSOSulcBgRYaBtT8PKhmKcVvjelylFHHWWloNPs1xwGMSHvotj93HDDDZYPx3PF6HDllVe6++67z36TDzzwgDv++OOtEMh5551nVni+F0OHDrWQJoox4eW9+OKLUyejF7serReBfAT4rtXkRWKOOQrYoCQFA1n4j3EuFGuIH5ucVDzdKCtBWYq/R8FPtoFh/3zKD+so+kOfSHEgzr/hhhu6dddd196zfqeddjJjAr+he++915QllleCFFWA0G632247Sy7mYW+88cY24CCGHmC33HJLowPjC0Xd+LTCAKk21kHCWXB5SkRABBqPAMoHFmBCn7Dw0+CTFHrmmWc6Cq4w6OX/2Wef7f71r39ZLmKomEOeT//+/S0XKH7FSesYv22ULMIaKKu75ZZb5janw1luueWsUEK8g6Mt5LySxiWA5++aa66xpGDKlWP5R/FljpjTTz/dPHGNXYU0JOKTo8L3qCG8Dgz0Q4nmmohT7apcY/8JZUNBIWSVQR+TDWNIxYhRSAgfRflZc801zfBB7hwVDqnShrGVUFNK2jOA5HfLWIAQ/aeeesrWoSxRLpvQyN13373QabRcBBqcAGFveHt4pRGK8VAMJyhNhNsFpYnvO8p9ctJb+kZyTOMepnh7SK4k7SeedATFjOPgRSUPFUMh+2NwCRVS6R/5zaJwUViH3xy/P95vscUWNpltIYUrzX2WyzZFFSAulMRiLEwMRuKChkpC8WabbRZf3ODvKfMar/BU7IS1rVLXo0cPm7242PFZX4o1MM3xtI0IZJkAgyEsuBhQKGGKgYKcDooXEPaCYhMvrkJHgmJDQ3zJJZeYNYtytYRGkR9Cp0FHwSSg5CqSLI8Quku4EkpUvHoaYXLMK4KCk/TckIAdkrCz/Ayay7317NnTQg/JCyIEKi58R1CUG1sYKFCIg+8JylC8aFB9XQthlryKCX1z2vwCwsrwqNXWO1rsWuLr33jjDbM201fjucWwgCUahY1S7nh4Cwm/T5Q/chqSwu+cwd4dd9xhYXJ4B7FiozChjFI9jt8/3xcGkuQRSUSgORDgN4KRICl4T8nxyWdoCQVhyHkNnmZ+A8GDRCQDXtSQl8rvBCMijg0ULoyD/FYwLuF9QjBAsD19J3PsEQWBoZCwP7YhIozfHedoztLCA0vtm8daSsgb3p+VV17ZkrGayvWOm5yGjYfCHAE1CQ+ZxLFSJWjhxfYj/IL5RBigSUQgywSwAqGE0GwQq7/WWmtZ4j8DGhpGFA1c7BhLsHrhkSFHkCIBhI7RyFKggBAiSvLy22Uw+fbbb5uCQuNPsjOWfSaXiwsWMLw+WP65BoRlVALjurgmSosyYA5C/DMWZH6jjTHoC+dtyv8McnkutF8hH6opr6e+zs0AYMyYMfb9oFIT35WmzmnBssocU3yXk5X86uu+ix0HJYkCG+QcFBOUNSzItYmIKHbs5Hq+g1RuQ1GJh+0QOYLiirGiUPl5+nZ+03iD45ZmIjIofMJEprQ3zNdDe8H9MygL57n++uvd0UcfbSFyH3/8sYXSJq9Pn0UgSwTo/6ZMmWKGQJQhDAW88Jhj5GPcjsPinHPOMaMNbRbKD2Gl/G7wsjKuHjFihCk2HIv98MBjZMIrhA4w3k9AO2jQIIuS4LccFzxKRFyhyPF7jEdWsB39Nb9bPE4oaYzf47l88WPh6OAVFyZGDr/x+PLavk/lAQoH56LRBrlwYvBpcPnfFMLgiAe+7777mos9OfFhfVwTD5GXRAQqnQCDTzw0WH3wthAOhvKClxTlhYEo3hgaOLwuDAzxsBCWwqzqDFaZ14bte/fubQNZLMSh8UMhwiJFlSoUlYkTJ9rvOzR2WJ4Y9HAdDKqCcB000LRDhAElLebBpR+21//mS4DOF4WWAS0Wf8Kr6Gz5DjSVoNAz0E8b4tJU1xnOi8GyMYyWlLNGEWdAhbWZUB6UFH7fhLcSzsr8O7zPJxgUaTMIlTv33HNNuUQhOvLII01pgvtjjz1mz5+cPQZioa0gj4Lz42WmTeA8jBNqEgaMFFHAUJIlo0FN96x12SLA9z+MWcmdTQr5PfTNHb0HmFA2nAL0z/x+zvBREy/5YmcYGPgtLTD3PK79j1Nd51lnd+fssZ+b/trbbnbfB8+90rJmsMQoQZQG0Rjh90IJcY4f2hgUrKQCxBiA3xl9Nr9RFDLagHyeLRQtoju43iDhNx4+1/V/KgUILXLHHXe0BocTMukglY3QGHFjM/kgSlFjC25urMsnnHCCPcTGPr/OJwKVQgCPDg0lSkuoiIM1HsWD/BssNSHumHh8BjqEqDFoiXtfafBQlFCmyOOgIQ6eGSpA4YpHicJaRRW4MCcDx2Yd4TPxEv3wxw0fn0S0Up5JJd0n4ZJ4BRnUIgyEySWh0yXsiZytphA6ZBT95iJYXOt7EJHv3rEWI4wTCKNBQSQUB+8NE1Hyuw7b5Nuf9eQuEAKHIoQQ5segi2Ruxhu0K+T7IChXhKHTRjzzzDO2LbkRnINBVyEFiH1o2wjNY3sGb1wzA7tkcRU7kf6IQD0RwIAf/fa7vWb4di367Q8XeY9MNN0v88rGDNZN88v/+HPmNn6ZbR/WT/tt5vZ+O9s2rM8d06//3R+PY/l9tvT/ey+zvrto9Itul7XXd1evtJEb8Np/3DEdu7oFLr3bLfjjJNdm8k9u6ftedIu1m8O1m/qbu2LJNd2Xx53vWvj+t2Xb1u7d7bu7j7/7xvptjBD8blBQMIBibMBzy2+Kio1EfSSF8QP5R7QHRJGRv4chiwnKk0J+JTpG0qiZ3K4un1MpQNwMljdc2bibcUvjeibsJViBaZiaQnCz4UpPJjk3xbXonCKQRQI0aFhyGVgE5Yf7xDDC7w5lBWtOCAFicMJghTYCyy/emzCIQYHBqoOlijAVLLwUVgnCOtoZLFE0lrjrCdlBwTruuONM2akpdyAcR/+zQ4ASriTS4zUgnyR8X1C0SeTFW0A/IClOoDGUH64iRE7QLpBPwIucHkJkUMIIS8VwGRcGQnhiUGYZIJGDQJvDQIoXYXvxoiS0A4xB8AASFnviiSfaYAmDLMe+6qqrTLnBKs0YJlmtFuWZ7xPKFpZw2hm8VRSfIKKEQgtNYdiNM9H7hiGAomFKw1/KBIqFff5LecgpIPH1KBh8ZhuUirBt2Jf1LPtrn5rWz/Dff/fnjKI312LWWVyL2WY1BaRFa6+EhPf+v73nc3wZ27RtY8vC+ifeedMt3GlRt2rn5W35Vu93djeccJRrecjOrtVRL7iLfhnv3C8t3NRpv7offp/qjvnyTTf2jdHu2htvcIMuvcSNixUcW8rfI30z3t0HH3zQnCEoMUSDMRbAOMnvCOUOg0Jc+MyYIR62zO8ZQ2hSaB9YHkp442Wi3ahvZaioAoQ1Fi8LlhbCVEIiMQ0psc8oRFRcaSoFCCtNPu0xCVSfRaDSCdAAkZMT8mfI4cFFTWI5uQFY1wnnYaZsrK+33367haIxCODVw4evxYVQpDAowbNDWGpo3PDecGwGJihGQQFif6ysWI5wcSeFhpQQNxpX8gRoc2hY8RRhmaW8rQYlSWrZ/sz3kO8WHh+MXUFI5mWQS94XSnbwQIb1+t90BOKFByhqgqDA0i4wOEJQXPHe8hllhtA1hOeI5ydElpAnlC9XCGMJ4xKMKBQ6Yj9eKDDkCj7//PO5/AeU5eR8hcwfxcCKNiq0KYTAkaNIcQu+W8xBJKk/ApEfT5qSEJQGFIa/FIe4whC8FkHZ4P8MPCR+YByW2fZxBaXKehQcv21cGcEbMn3m/kXvqFXLmUqE/z6ZgvGXolFFAfHKBp6RsL5lu7au5dxz5pYFBSQoKC3ZPq6sBOXlr2W2feyYfK4P+XXo9+40bwR49uhn7bd2x7Dr3AY9NnSr7ri1+8S/gpALNGDAAJv3k2X//Nf27sjjj7OQuOBB5fdFQQQMDwgGzSDJNjgZmkxOEUJfHoT3KFRJwRDC2J7fI55eDBOMXegHMKzWlxRVgHAhE3dfKGmS5VhsJSIgAuVFgEaESYxpmHBTE3ZGXC5FAjBgMEjB0oLSQnIhDQuKB0oGjReNDVYXQtmIKaZCG4YOBggIjRP7EO5GI8b5ggJEWNydd95pYXMMVOPCfiNHjrTy+ZTUDMJghhwjlDG2IWYZixG5H5y/Phu+cE79L38CVAkMXp/k1TIIJrQq7oFMbqPPfxOgL2fQkRyc/L1F7d+hnJKnh0GU3y0DGBQXihEwTsCLE86L14ViKRg4UIAwdrAdYTR4YwhLC0nbNV0RbRltGgrLtGnTzLhCuD5GHQZceA+xIhMymRTaNcJ4gvIT1of2kPWNoQBhbEJhe/XVV+36uSeUxXiuY7i2uvwnHMqUApQOryzk3qOAeEVhBgpCUDBKWj9zv6oKij/+X8pG/LxFvR6+X8p5PbwC0DKmYKA8xJUKe//X+pbt27lZwnqWeUUivj6npPhtgtJiCknu+LP47WfLKTMtfP+XFcFLTvg6+bDBw5pmzM5vlLEA4wQ8PvTVeGUwDPBbp5hBXFCO4hJyg8KyoPjEFSXe5+vXaQfi+YG0FXiIaeeTntxw/Nr8L6oAMZBB46OMJT/SuNBwUWtfHpg4Fb0XgYYlQEdPTf9Q3YiGCcsqygshJsTZM3ggfAyvD+FolMok14bBAA0bwuCDRgyXNVba8d4jwwCFxofGhsovDA5oiBigsJ5QtKAA4UGiWAHhccTrhvAU2gUaNY6VdFkTVsKLwghYbnv16mUNGoUUGPhggYoXNAmlPBuWqI5ezgTouMkbobx5Uuh/6FgLGeiS21f6Z8LX+b2TM1OfghLSrVs3i+sn1I2QRGL8+a1T9ASPL+FmGDZYR3tBUSXaCdoL2poQnkeOAOFvhNtSajzeHuS7Zow7Pbx3mmgV2jiUPDxIvGiTOE8yHIfjUCUxtFnJ47I8WKyT6+rzMwPRPfbYw9pDlDaunSR0POZ46uP5k/Hz4kn57YtJbvq4CW7aR77gw7hP3e+Tf5jpHTElBgUHReevPBD/vqj4fiKuYFRROCwUa7Zq61vN3t6UjZlKS1hP2NZf72MKRm7ZbPnXmwLizyOpXwIoJny3GDfwnY5P7B0/E79bXnFB+UERx1uKQROlhvEG3phQwCi+fU3vaae5lngYHO/zFWxgHIPzJUxRwViCwgtJpaqm86VZl+rbxgRJWCTQvmikgAjQG71bjcaFTkgiAiJQPwQYHPDjZ1DHAIHQNEJNUWTotAkFo4GgcSDHht8jnhwGDFhccU+j8BD2Qe4EihJWEwYI/I5RPPgto9CQh0NFLRQQcn3YFmsqoWgoWTSIDAaYOTqUriXkiAaJzpsGjPcoNByHc2AsoVok14P3B2sujSjJyFiPsLoytxjxwswDRBvCvaCwNVVVyfp5cjpKQxDge4KSzQCbAhoIXkIUfryEhGLTOUqKE+D3yau+hWeEYQRFh1w9jCy0QZSoZzJSBjmEuTHYRzBs4CGi/UBoG+K/fZReDKu0CShRKAR4Rmhr8gnGGBQHwniSVe7wKvPdSQrHp5IcFvKksDxp2EU54di0w/UhtOEMMDH6xKfywBuPFwvDE5b33ydNdtPHf+6mfzLzNe3jz9x0/yKcq+Xs7VybpZdwrZdZwrXt0vkvBSWmYPylbASvykwvR2w9ik1r7/ngfwG29XGvOkbTE8CYmfR2prkq5vmsr7k++V0ztsCjT9QI45fw28STj0cIAyztOR5Y2gs8shhYMGKUqnQVu79U8wDRYBJ/PXjw4FwVHg6MJkk98HwNSLETZ2k9SqHmAcrSE22ae0HJYZBA7DqCxYROmCpKYaDAd43OnsaBRGPKTTP4wIqKdReLIV7bHt4iirWF/zQadKYMGLGu8ltmHeVlUYQII6LqEQoMHhsUKCw+ND7x0BHifTkvjRRCQ8XcV7in8Q4TysEAhc+cAwXu0ksvrTIPEFZZOnhJwxFg0JS1eYAoZcz3nA4zCN81YtMJ08hXRjVs11z/89vBmFBMMF5QJY9qdBgcwiCHNgHlgd8rRQVYj2cXZYQ+PcyxgbcleIU5FwYJPMrwLXY8tmcgz/eN50Cb9OXbY90jl1zpfvVGmS6rdnXT553DdVxlZfebN+Q8dOVQ98v3P7g5Zp/DjDnbH32Ia+Otys4P5nffpJdr4XMvIq9gXHrdNW6ujou7yLd3w31+4YiRzzuqRBI6i8EneX1cAx4nCiFQRIG2if+0S+QS4UkK7Va4X9pLQnxRnDg290t7i0KCR4q8AwxReLlR0FhOu4nXmnaPARsSjmcf/J+0/GjvQ7UsQpNGvz7KwsYWmepDyl5/z7356JNulQUWdd916eR+WW4J18orKct88ZObfYlFXJtllnStl/JzP33yYZXnG64BHvX1fDmmjjczagIWaZ9vvDpkpfFjnELVToywccGAS74w/9kmeI3ZhnEPvzemw0D4/vK7Q/EhDxhPMmOV+pRUZjMaBgZLDIZobGkQGNww2MKSIxEBESidAB4WDAj8phjA4YEh3AMLCSEqeE5wNdORE6pGY4I1k0ENCb09vHJDlSQGhniN+I1S/QhliXKweHfoWPHg0ODQuTMQwvJKKXs6X5QrOvIQCoKyRMfMQJNwlbgwuKFxQtlncIVXKVjeSVTPJ+QN8ZKIQF0IUFBj0003tU6RqkN8h/FU1ncoV12usb73pQRsKPtd07GxjvKbZYDAAD0IAwwUG7zDoSpbiJ/nuKzjd0yFtriEPD76/WLHYz+qqdH+4H3mWAt/8IVbeJ5Orr23OEeTfne/eaXmz4+/cS181atui67iWnaIZio6/tw/ffaTm9F2upv1+1/cp48MdP6C7NWnXWv3c0t/Xf4e1ptnOffDJou5Jz96z53Wo487/YarXYe55nGzzNHero92EwZDhgyxogi0iSg7FDfgvocPH24eJHLJ4vfL4IvoFZQdPEy0gXiraDNpdwkVJIeItpdtyadkIItiihedNhiDUan8pn3/o5v1p6mu9Quj3RlLr+E+PfhMN+Wrr92snTo4N0sr9+e0P90c88ztnvvuS7dMv3+7Zbqv6SZOm+Ke9RNUnvTgHRbKhLcteNrizzc8RyIH6uv5ckwdL5B1uTzXtL+PSuT3N62q7/g98hvDO8yYhzYqCMaIuKBf8GJbvn8NIak8QFwwIS40sEkhPC7MxZBc19w/04gSN1lMaADlAfp/e+cBLklR7fEi56jktIgiYcmIgqyuKKyLAhIFFd+CBAERieszkBHew4A+gov4AZJEEEFAkkhWkAwSBSQnCbKARKl3fgdr7NvbM9N37sydnpn/+b65M7e7urr6391Vdc75n1PNUOr//QxETBh4qbFkENSPh4VJGtSdRCuDSsFACn2HtaxwB5NdEdoYSgeWSZ69McZtZ7CFjoGVkWQAWECS5wWOOBQKvEZYSbB+MnDDtcdKircFazB0M46DKsSaKZSDhkY53NDUy+SATobJAN4bFBvajsKE0CYULqw3Rf1A/9/d3rnCfvMAse4Li+dhUWTSkRU8AkxGkzU+u29QfjMJp4+hf+mGoEyhNOEhuf32211hoI/DS4MSkegrtI0+hn6OyTkeFibyScmDkot3al4zqhohKyxttNkbrrk2vP3Q4+G1ux4If7vi2vD8XfeHJWeby/aabjTrzOGJt18Ptz71WHj8jVeDTWa8HWuYFwxq2GyLLhRWXf8TYS7zlsxgQfJJUIKgyl166aU+vkO/xdvOPIY+l0UaE+2GeErK8owl4XgMQfThV5pSUiSUefvZF8IbjzwR3nz0qX/T1x4LrxuN7Z2XLRuWebnenHeOcNUD94TNd/9qmHu5ZdyjM/NiC7tyiNI1btw4TxzBs41XnX4frzw0PMYW7jcJJ+iXJUKgSggwByryAFWpjbSllAeIlwxrBy5urNJZQUGgs+tHwSrEYo9lhM5e0l8IQBNBScGSiEJCHAwDNpQKJl4McgxSWKJRLLDCMpAS+4JnBSs1FlfiF1A+6BRIPIBgWWSQJfMRZbBeoszwPuExgWbB8SgxZAdiEOSDNQTlBcMDAzCTXYLDUVY4N253rCwEGqPcMAFh+3HHHeepYrkmLC8MsAz2KDakqYarz+QENzTvM8GGJEZA8WIxU2L+aIuUn/56xnvhalgPCpoS38SdZQNhoUZgsZd0DwH6FwKjyZiW0uhzX/Cu0A/S53DPMMrwG8o8v+nX8OqhiCDEAEGrhzqHgnT+JReHWd87v3Ft5w9zrrVyWGC7zbzP/KD1SZefcXb4xjbbhoVsCrP5hhPDvG/F8OY7/woPWgzjM9ffEtZcfmyY6b6nwpPnXuN1zzDfPGGWJRYO0y+yQDjj8kvC1fffFZZc0xawnfvd9QwxXNEno/AkgTJM355VfthHP44RibHguSefCnO88vq7Ss4jT9o3H1N47JsYHRSdmRdfKMwyZrEw++orhPk2nxBmWXrxMMuSi4S3DIvNrO+/8drfhZN2OKnmTaffZikCjGbQmaEe473H+JQ8cnjvicmEToxHNNEeU9v1LQSEQHMESilAVEN8AC8l1husxO0KBGzexO6VgHeOa7+ZoCgVZbJodpz2dw8BPCakZYX2wMSf9I4oCSg2WJnhvjMgMoCjtDDIE6iKEgI1JS3ih9UT5WGSpZgmHodJGu9JUkKgTjBQEezPIMUAi4IBpYfzkGQAJRsFBm8Q1r2dd97Z43xoF2U4N4PieLP0oXzhbeT9Y5JB2zBMoAwRJMwxpKKFFodllYESITsSkwuUNuhxfHONxBgQu0O9lGcCA8UOxQpaG9m3SGCAEkfyBYkQ6AYCBOGSyhWDA4H2TJAlw0eAfgZPAv1EuwTPN/eGe0JfRh9Kv4qxhn6KvhBqLX0p/SSGH/pC5hEYDkloQR9HchX6YTxGTPQxBNEnYgxKQn/4stV79nVXhrP+eofPR+jbkixrP/DgnPXKA4Hx+1/mbXnz8afDm489Hd547Klw7TnnheX+GcNGK44L4YU3LLjlX+Gb62wR7nrh6XDRtl8P8++yU5j5PUavm3euMPPfngzrLrhEeOVGM4LaeMHimW89bQkJHnsyzHPfQ+GyNT4bnt1qLz/1DFZ+FovNmdk+c6//UVdw+D3zoguG6YzWViQz20Y89lzf2LFjfUxgbGAbTIApU6b42kj0x8RuJeUn1UXcFzRnsmfmlbRURt9CoIoI4G3FuIxRtZtSWgHCgk0HhfWGTFF4hOjY+lmgFZTlmGMVknQPAfLSw/1Ok3isiXhtUDwSJxwPDhQCJvtkI2OwZYBmUsUAw6QAaxvKAZQ0jscjgqUPhQmqBGU4B8HX0D3w2DA5oxxeEizVDNp4WVCM8AaxDWWCwQqFmjqYAKAwMTFA0UKBZoJAvQyCxP0Qh0MQIBMEvD4oRpwDBYw2okzhNaLNTAywSnIMdfE8Ym3FcMHASYfD5AM6Efs4PlkNi5IScI68t7d7d1dnHnQEyB7EO4ungWcTJQiruGR4CKBc8O63M204fR/9GjRF+ioSpUABph/EY4xXOnnp6PMwpNBnYniBJkNfSV/1sFHgmOzTl9FGjDoYiuifTrKMsyhW9GPUSZ/OpD+r/CQkWL+MhVGRGSxOaLbll/EPsZFb7/IFp4+tYPW+/eJU99S8+fATYfUHHg6Pn/iL8MTvrw3zTD9T+Nc/poZPTX0lrB/mDo/ufYQrMdMZLXjGBed3ReeJmWI44dkHwpTzzg5zvM8SFMxdPBdiXEE5xLBFjENecWcNNfp9jG9pHSAydYIdSiEKJXgwHuSFcYT7CH1ZIgS6gQDvKe8V7yrzlhRjSFvqOQ9YooM+AgNJ18UuoKlYHEC0Ts7LWScUzYITbWIX7cWLZt2O1tk0raOfC9hNjGaV7+dLrOy1mWISjUZmiYNmiBbnEu0FtMRB00UL8o+WFcifVZv4R7M0RFM2og220WgF0Shr0byZ0eht0RT5aAOU/8+FWpIPliqPpkRFU458u1kT/RyWsCBafEw0ekc0BSGapyVacKxv493gvbAMatFecK+TbdRlHpxoNLdoSks0BSyaMmVLObwTzUMULdVrNE6312EKTeR9M+9ONINDtPiyaNbUaBMKvwdGR402MHqd1MvHAgWjeXP8uvmf4y39dbTg4GgBwNHy90dTEP14/el/BGwi5c+FJb7oi4s1o4C/a1yMTYD9nTRKVbTYjJjer7640BYvgv7MWAiljjYFJZqiUaps2ULmHY5jxoypW9wm6tGSu0SbyHv/OH78eO+DuYdmhIn0efzmYx70aJkq/fmlHzcasP9mzkFZtll2qGgxydGUhMJzGqUumtHH+9dsAaPyel3mxc9urv02xdr77rSB98cMoNEUsGhGr7Q5GtU5mpEpTp48ubYt/4NjTdHz81GHKWrevxtzYJp25Y/N/v/AAw94HZwzL5wDbBkTJEJgNBBgzm+xx9HomNGMEtHYJz6fsQzRPqcyb7A3g3mIxRJP0yTzQEdT9qMZdqN5gKfZP9obSnuA7IJcSMGLlQZLHJZxLBjJkpzK6FsIdAIBKF9YGLGqQeeCOoBFEa45dIcUX4OVE3oXng68lZRFyKCG9RGvHok9sKxhuaBenmvobHhYqJ99WB1JIEAiAgKNoXXACScuBmsHFji8QFikoXWQjcgGcd8HpQFqSBLodnic2L/NNtt43A7nSzQ8vDhQ17D+kXgAbjxBwtSBl8kmDe6RgoKKhZOMcFhS8PbY5MNPQ/18sDImukRaNyW1Q99CoJcR4D2jD8CbybONx1RSHgHG63ZnbsULQd8HTZf7kxX6Xyy9pNnnQ1+N0L/ipccDjoecPpUU/XiDiLmkXyPbLP0ZQt0I6flJd403n/6TuumHEfpx4nYOOeQQP56sbZRLktpGvfnMbZRheyrD//TVJEDAC0WcJH0w4wXPH9s4Tz2hj8Z7T6ICKPIIbYN+TL0kmikjnJdkNWTg5Xg8SYhNFJ2STXvJ6CkRAiNBgJg8vLRQ/PnG+wh7JS8wTEiaRHwy7y5zIj7MWXgm8VjikWTuld7dbB3MxViSg/kTnuNuy7AVIBpMYDWdCx0WVITkbu72xej8/YvAPffc45l3oElAh2Gwgv4FdQIlKCk/IMAAg1uWl9AsaK4AQWGDK40CxADLy8eAxn5iZxjEU5IBXmjq5WUl2w5KEPtJNsD56QCgXjCIMqAThArlg1gZDANsQ8mCIkpMDZMOBksoDtA54HdDzYOeRrtYVwC6GTQ5yrOdTgh+LDFCUCRIVkBmNtJkp0BdzpEVOiU+EiHQzwgwOPOuoPgzIZaURyA7wS9/VOOSUIjpH0mCgNEI5QbBeEP8I30aSguKDhkrzXPiSVgwHtFXQ2cjyywpb1n4FKUFJYNYGOpjPRCMQChuiUqHgsESAltssYXHJ3IulBKMX/ymj6RdzE2gImMQoo3QJjkH27JCf4wxKp/khfIYxEhyg0EKhYRryo432Xr4TXsxtlE+O4kkhIA11sCAJDZJccsfn/+fc5MFjrYwfvD8My5xHgx/MkDnEdP/ZRCAhsYzzzvFPATBAMG8pt56Oyjj9YT5E88kiTtIiZ9Pa81x6ZlHAaqElHE52cscbdI3TVGzvjg1AUrPIIvdSFHgSj4APEvQIcxLEa1Dj7Z2TbSXoXa0KQ/RBkynrpmiE83T4c8e9DZTBpwCQ2HoYxbz4vQAKF5JTBmJFjzqdZu3xl207DNLpNPVoKzZYBItnsAPgQIHpQw6DTQ66uVjA100S4XTNszj6dtor3l2nKoBFcesJtGUGafWQUPjOOtMoilCTsGw1bydTmcKlFM3oNpxHihKpkx5GfOiRusonPZh3qdocUfpUvQtBFpCoN8ocBZDEc2SXogF/YWlJC7cNygbh0OB6xQm3B9TrqIZe5zSa57sSP9N/2hKSdPT0g9CmbEFSaMZtIaUN2UnWmIDH2PpK5OY4cgpdfTb9OF8m5IUTZnxIqaAOFUNinQS3g2bhEXzuEdbXiBaHJJT2aDMQeNphzC2QHEuEsYM5gtm0CraXXebxVNE6HOMjYxDpkRFxjqJEAABU2Scqs97aIv+RvMWRktg5HSzFL6SR8oMEE455Tni+TLDQb5IJMSAfWaEjWaoiBb7H40R4zTQaQpnNvCONaJmQkPtGQocVpYiQVvEoiERAmUQwPIHDYKAftyguFNJ/4wXEa8MFkSyjpFFjbJ/s8QGZDgjAxn0BhJvYO2CDgG9ABcsHg+oEKZseBOoi/24ZPHWJMqADaxOi8Dyh9WDcyBQ3/DmsGI4tDW8RghUOGhoPONYNgjYxYrJ8dDhbLD0stRPZiUsKASuQpGAmkadZDkhHbUNzL7WD5ZJ1o+gLEGtJEWAiicRAkKgPgJ4EOoJ7xwfSXcRgOaF9Zd+EaoWfR4URahbZJ1rJvSDZLfEy2OGpFpxvOZ4++j7oZMl7xIFUop+sskxXpAkA48PfT+C94X5CXVDLcbbBDUaCj9ZPGGwkOgGzxPjTmKyMLZQF94k+nG245VPY4NX3uAP1069RcI4hqQFpIvKFG0DQ8Y5yeAgYPqEp4u3WC9ntPBNIqZ88jHmJ2RzxTPI+5M+iaXCPKlIeO7rCclGSM4Es4X5Cp4bPDvQ6/FEwnbpBymkwDExZeJJB8EijWSXwgVdT8jyQnY4yeAigBvVvDk+6eelIRsIVAGoDYgFK3v2NagNPFNJUIQYlJjEoDCgaDDhYRA0S4ZnCUIZIfNacvXDKyfdNIMC7lqoFLykDDykfabjgO4AFzXLj0bxQtGhbigFCAoM2dUYfHmxGWzZz4AIbQJFBWoF26CysZ2BMfFXySrHs4/iRZvoIFh5nGOg4ZHmFT574pwzMKIIMRhLhIAQKEbg4IMP9oEeqpB5eJ1yXVzy3a1MgvtNoDcxCWkm9DNMjsoI6e2hDjI5arfQ90FLa0WgM19yySX+gaJGv4xCBb2Z/hVqGkoO8ZNZQSGiv2cOUhQPBr2ZuQt9Nv03wsQP+g99OgpJMpKxD8UHOjJZ6jgW4xZjFJS2ZMyiXCNhbIG+zELVaZxJ5aH0QbHOUuPSPn0LAeYszIF4p4nL4RlFeEZRbHhv8woQCj/GY+Y/ZYT5BwoO8zSMxcx70vwkHY/CwxyOMICic6Zyvf5dqAABCi872iaTVfim3JB6QiCiFKB66PT/doLd4Fsz0KCAYHFgoU0GDpQCFtREcUApyCo/IIM3BiUCnjXrNyRrL4oCgxaKArx1OoUkBM/yQYgNIq01aatRZHhxsUBiFaFDYO0e+OJYR1CwkvLBIEgdeGvgajMAk7aRCReWPgYuFgCFS45yxSc7UKa2pG86oLzQYeXTl6JU8ZEIASFQHwEW38bAwfuI5Z/xqJH0owJEH0Zq6WbCJClNlJqVpa9mvK6a0Fczz0D5QfnFeIZSgwJE3AHeJCaEyXOfbT/9LHOWIknb85NGyqI8Zft0y/Dpyg+xSpMsyUYSFquGKcAzxtpEzYR5E+MJniOMd6TrZtyBybDffvu5cTl73mb1aX9vIsD7iwE0GSiy3xh0McgyX8kK8x3YKjyvfJI3p9nz0kj5oR3McZLSk+by1E0fy9wmLzBf0hwrv6+f/p8O2l4/XVA3roUJMx4EOu5BFAYlVvNmvYNEPwAHPDjQyLDs4VnhhSYJAYuDJsGTAiWBCQ5WtyI3P0oMSg7KClbGrJA9DaobSRFIToDgKWLixADEOhPZdYD4n4EVqzIKFhYOaGkkVpAIgX5AACs/hgS8AvI09sMdbXwNUHJJiIKi2EzwSpDECK90VYXnF6MYGS8ZT1DamIwxhqBc5IX+n+0YuEg0kBUMU3h7qKuZoOiAIRjlBQMbyW0YM8oIniWYM1C+mWKhoDLhhCXBmoqS3kQAw2xWkeE38w3mFHmB7UKSpaTEZJUanuv8XCZ/fNn/MWig6MPCwWuTpYlSB15M3ikMySg8zHn4YBTulDDuMKfD6F1lKfQA8cKioZYVtE9Ztcui1TvlyJrGatN4cXigoSGQCS0/eMLPxsvDC09GM/jNKC1kLINGgEeG4/H25AcwMoWQURBaGx6XIsEawfEoU8QMYRHEsoLCyTlRoPDUQJnguSVWh84GIY1pkeAtkggBIVBNBHiPh2ObS/TYal5NdVpFf1s2lqVbrYYSbeveeJwn6bWxiDeijEHpQ9mAHke2TZQglH9LhuOZ51CAyghjEHSgIoE+xzIFZYUxkDHR1mPzcQ0LPkocY5mkmgig3KA8FHlTyEjI/CXNi3mHkkJTL8aGuQ+fdgrGAJQqFB48Onyn8BQUHLK3pblPOi/b6mV1S2UG9btQASLwkDV+ygqW9mYUhbJ1Vakcbm9ch2WEl6OfBC40NASojSgLvHhsIy4sxbewHYUGLimDFJJewoQFwXLQOBigCJTFY5PigiiDRQ3rGuchYJVgvmxiAJQv4tEY2LgXpB9NLlsUHbw7KZgvcbzTufUtBIRAbyKAlwLLZVkZjrJUts5+LFd15SdhzkQURYhPGcEYRupdxgk8OQh1MPFjDBk/fnxTIy2GPZY0KBImnSxfMFwh3icbhzrc41W+vQjgiWPOAS0M7032g3LDHALDbV5QwJln4M1BwcAgm/e05I9p5X+okig1KGP5ZS6oj+cQ4wDzrJTWHW8Oz9lwE2u00r5+O6ZQAcKigqU9CQMR1gwsKyw+SVAUE35c0nQYTJT7UZiQ42loJnB8OxFU2uy87diPqx5udZa6xj0laQE8Zl78lAUQJYVnADoBlD/WRKAT4HmBOgDtLC9sxwqCixhFhoXgoJ+hYJNsA4UH6hvBsyhTnIN4IQY+ssARfAptDioDgzc8bM7PS5/3JuXPrf+FgBDoTQSYyDI5QZi08D/vPMlSGPihfRAXSFZGvNKS/kSA8QmLfBnFLSVSgFbNWjssUE1sKWMLWUZJKtFokogHCUUJ6nZ2EoyBDyZEPgFDfyLem1dFfwAFjD4jfaOwoChkhf3EJxN7gzKTFIlEU4MiViSdmGvwXDG3RuFJH+ZiCO0iDi3/3ONFHITYnKJ70IltpWKAiNlA8ckPNAxMcA6x6mPFH1ThIa1yDFDK+kHK6KwLHq9dSi5A8CmdAGJ53l3xIIATKwTWjiSUJ0EA7te06CaDAwoySlM2lgYFkqBRFvIkZSkC3Q1PEkoMaRXxHjKwJGsKKUg5L1Q6LHqkH83zulNb9C0EhMC0CPRbDBBGD4wiTFzyvHU8y1BwMZZ0Q+jbmMRg4MlTg2kPFltiI1nAslMynBggFiAEw9TfdqpNI6mXSSqZPcmIlZgVjBUskNoo/S4Z1ohHxeiGBzEJMUKwD/AS2TpwaXPtm3NA02bRaWJNGbdQoDDScW+hP8F6YH8jKl6twpI/eHZ4plHqUcxsbSCngmcZEM2qgiKI9T8fTN/suH7YzzuPsorCk1ghPNvMY8hqlpa46Na1Mu9iWQwU+CLFCmomccvcPxQxq+cVAAA9iElEQVSe7Cffz3XrGlo9L3PGno0Byl40rkImrXQueaETpaNgAJJ0FwHct7xMUEGyfE8GYBQattOBE0eTBD44nGcG0KT8sA/KGooSym1eGIBQfMmYlhQglBwmXQwyKDQpCxwdOmvdJOWHuhhUGtErqYOPRAgIASEAAiRRIQtY0aSAlMVHHHGEe5PxDI2W0N9iuCFzGcJYyOSbIPeskQmKLlThTipAw7lm+mSUgyJ6zXDq6VRZLOBMnJg8MtagWEK/xiAG1rAB6gWPMw8h42dW+aGdMBS4B+wvUoCYPKN04W3CkIeF/dhjjw1nnHGGMzswwnFP89b4kWLANXLeJMQJZZ+dtL3eNwoiWKFA9boCRBwLcwrmm3xQatI3+0hxnr9GPMLMFZLCg9LTLFtaPSxHup0kTHySJ4fv5M2BKYOTIC/EVEu6i0AhBS7bJB4uHjReNFupObvLf2OpKZooT1NQG0aMAB00mdB4ufC0ZDtLJgG4VBkcWOQNwfpAp09HidLCvUL5SEFyeFj45AWFhYw38FDzyS2wrhFwnA38w8IBVY0sPHxQhnA/H3PMMWHFFVfMV6//hYAQEAKlEWACS/9CQHl+EkpcIBOfVuIzSjegoCATZRQzxkQ84vSzxx13nAe8Y9nNes0LDu/aJsYBPlUUFALuM8olVOk0TtFWKNHQHcGcfUVUNgx3MFWKhBhVPDllBIWHTxLqhaqdHW/TvnZ+D5feBE69IlDUUGiQIk8pmffwiHHPeZ+h5KOk842hNa/8UA/l2umRo856wlyIeRfvdfa5TOXJgst7hReH62Pew2+8O0rQklCq3ndTBQjLFmmCcQ1zM1nHhQeSiTj58k855ZRSi7VV79Kr2yJiY3DL8wJluae4e3HVo5SSQz4lHuBKiJFBWUkdBevj4O3hfzw/KE/E4EA/wyrZyALI/Wa9Aj6s7J0mHQwEZHfDRZ8fDChDrFCKF6ouumqZEBACvYQA64OxHgxWfPo9jC94BYjrIK09XoG8oabT13fuued6MhdikxD6WibmJInZaqutvJ8uyibV6XY1q59+P3num5Ud7f0Y6qBWQ3nOTzJReIgVJQAc7wBjI8LEGto04yU0NShrjHVZBQn2A5RrvIjEnxKvi+cgG/eav1bWBCL+l3LpXInGRH133nmnxz+jtLGfhDxFxsRsvVDx8GTRfpT6NK6mMsQrMcamxVO5NgyOXBvXAw0QJYkJNdS3lKAJWjresmRsJIYX5gcGUMrC8OC49I4wN8A7wTFkXgVzrgElM/tscH7KginjPYZR5hzZ55r9nI/6wJXzcA1gxzuK0sM3CgSCcpBNgpSunThh3qFs3WnfaH/TdrxRKDwp01ry1HF96f5k20XssqT3EGiqAHFJWPJxLUI3yAoTcQYCOqZuCHxmOj80bzqqIqsbgyTUCfigVRLoanRSpOtEqUwdNh0JigrXAuc5qwCRTQbaWhEVJNuZgweDMGuB0OEntzBxPgwSrLFw5ZVX1oWDujgOty0BpdxfOjG8gNALUIokQkAICIHRQIDJ0TnnnOMKBvGBWSEBTzcWQWVSmh9T6JsZD/FCQLXC2FQ1ybM1MGQy2SsSxiQm1fl4IcYsJvL1BMoP1vm8YOFHYUCY/LNIdNaQBoUIyRr2fMO//6D4ZpkHjJUnn3yyj2+0k3ZxPXjnyObFuMqkHzZDWv8ExYO2o+CgWBfR6VAsmDeQCAH2C8JYmJQDll2A5cDSC1wnsSgkhMJrVFQfx3NOjJcoCYyhKA4oQlnh+slQxgSbMRxvGPQ8yqN0gR9KUooZSuM6Sk76Tdv4gC04MpknhIG6MWwi/EZp4RpQjlCsaA/nxsDA/IL7xDuHAsB1cr/wbPL8MCdhPsB18wFTzkWd3A+UHMqDF3jwnTw5SQnLXje/889Yfn87/wdLsGeOleZdqX7mlOCOAo5SyP0CS37zyT6v6Rh99y4CpRQgHhICAwn0h0ZFJ4PFA5pTevFGGwIsMHRK5O5H6OBQ1Jj4Z4WFNXlw84NVtkynfsNdxYLDAANe2VgY1tihw8FqxMCZXkReyqzXJds2Ooki5Sdbht/wvOnQOEf2/lA3NA06NCxiea50th4GDzpcsgFiJeJYkh1g6ajXiWWP128hIASEQLsQoK/Hsky/jxeAiVXWOt+u85SthwkfMSl5yy+T5hNPPNG95MRiJq9B2Xqz5ZjssiRFM2GcSYpFs7L5/YyfaQzN72NMYrKbp/AwKWbNNSaSRZJiMrL78Mowd0jtZILM5Ds7oWRizmQ5jYXZ44t+w2RAYCSQaIIkTYxNKJ8oxSgkxFnwnKAsTZ482ctjxecesYZc/v5xXSg/eCOy9CqUuiSM2ygCaY0XlC2UG5SCIgUI78dFF13kcwCO4dppA+wZJtxFgvcBSjtKS1IIUTS4TrwqYMc4jmJFXbBzUJZ4P5iX0f4kF198sY/lKFVJ0UAB4J1K14U3CIogXiom/HiV8CAxb6Esv7mH1M+8gPkAXpHxljUPfBHaQbISyuGVrYIkHHlmkzeHbWDFvQCrrPA87rHHHtlN+t3HCJRSgOhYmBDzsKeXvpuY0PHixaCzO8mSM/ANRYIOD4tE6uhGq410BriLsf7RqSShQ8fTghWJziorRW7gtJ8OciSCZwmqA51kXogdghZHmUYKEMdRB0qPRAgIASHQLQRQNKAFQ/PFq82n27LTTjt5mloob3vuuaePj6lN9O1MUnfdddchRq+0v+w3E9K8x6voWMYeJnStCMY3PsMRkk3kFYdmx6PUNBrz0vFM0ssK1KyxY8d6jCvMhkmWNphYWBLvsFg2k3Um49CqyACXhP+Z+GPYS9Qm9uEV4kP67Kzyk45L34znKKeM+ygOGDHxJtUTFBmUICbbaWwHD9oOw6JI8JhQhvkDzxJKEOMxn3rCdfFcJsU0xa0kTPk/GVBRhFCa8NqgEKS4HJRphLkL18azhZeLe45yimcEpZ52gx8eOdqXBKUfoy/nGi1DKdebcE3t4BvvF4ksMAJzz9I8DIM4v7Osmexx+j04CDRVgOggUmYbFKAqCFYKrEkEniWFjM6VgFQSAPBwkzVktIROgU6GDjErdFpFiSOyZTrxmw4ZaymdV4oJSudJ25vxlVN5fQsBISAEuokAFCZiHlCAqiJ4HZhgEQPE5BADYVbIjsrEKy3Kmd1X9jdjR5nxAyUMq30ZQWlgApsfF8oc2+kyGOxoX6PJM4H/TOKZqPNhco7SQ/xKWrsQwx6GUGKKmA/g/ckL3hQm8Hg30uQZzwbeKzw8KEH1JvBQwknGgHcOjwweMvBHkcwyLtI58Twg+bimIppgOoZzo1TB4sAjhTBxx9uS91qkY/hGmYHyBkuHuRttS142FBO8VMyfmK/gBUPJol6UGyQpSyhtPNf1mDPUQ1mSQxQJStFIvJ9FdXI+zkvbwJRvPmxL2Wezx5EYhfewis96tp363T0EmipAvLRQt5LLO3UW3Wty8KBALBjEyGTl0EMP9Zeehx5LyYQJE7K7O/YbpQKckjI2khNhWYJDTieVl0b7smXhEGPdwOrF4JAVMikxQJD+WiIEhIAQqDoCpEJmosmkB+NWFYRxEKYBCg70oKwwUWP/V77ylcAi2cRSVEWY3GMxZ3JbNSEWBcH7kF3KIbWTMZEso4xv0M7AGIWImJdsemu8PkzomSMQw4GSkxfKIIyTaT8xtkyamdRDAcsuhpo9HqWCxEIoYHgmoRAyP0LhINFCXpLiQ1vTb8qg6DUSvCuTzKvF84VCx72DtofSkmeUUA/vBx4PDLFke4WOh3KD4oPHhrby/rCNOknNjhIGjvm2oMglumK2jSiT1A8GKKKkHS9KXFCkCGbrGe5vqH4sZIunk7pRrrgWPHX8LqIecg4pP8NFerDKN1WAeDlYYZn4Hx42Js557wEWidFc52CMWW8YZM4777xpzgv3F8scsUCJI1yFW0oHSRpPLFwoZ1gQ80oInRSZhAiwzUujffmyWHygAUDHI9YHLOjw4RwTH0Qnyn2VCAEhIASqjgCGrAsuuMBT/48bN84n73nrfLeoukxGmWQnYVJM/0siG2IJ8GpgkKuKVLnfZ1xHIcG7ks80itLGGIhAzUK5YQKMUsQEPE3gGefwfqR4W/5nko+Sk/W4cBz3CY9PUoCYSHMv8SahcBP/lE26wLmZgBNTg4JGfAyeHz7MR1AwiiRR0Rn7swo8Xs16whwAJQyjKlQ1PsyzWJ+I+Q3KIteJEF+EFyTFE2EYznqJMNAizAdQCJgXoaw1ooDRznz70rpDxPeAFXRBlNWENecgsQJembKJsbhvlCdOmg+eIwzAecWF+4DSSbuy95FzSoRAqwg0VYComIU00fh52PnkhbSVo6kAwVfFskYGIKw/rAaeLAB0jATi0SYsRXRwDJqtCNYcXvIywktcTxgMsRTSDrLV3HrrrT5AQi1M8UpXGtcXGh/XQqrprDTaly2X/T1x4kTHBooGC/QxSIw3CiMdVD4TUPY4/RYCQkAIVAkBPChpMpYmwfn2dUsByrej6v/jOWFMrKIwx2CSTkY1Mo4yVuKRYc5BUh8myMT24MFA1llnHU8+QKIA4qUwHl533XWuDKGc4MEgmylzExRolAmunbqID6pH78J7gschrTmUVbYZR2knygkKFPMOFIxk2CzClXIYOzE+onSgZJFpjmQe9QQFAzob9DeuE88R7UZhoD0p+x3Ho9RCjQMrcMAThDKEssZ14jlCktfL/2nyBwzIhobXhZg7sOTdQ0nlmlHA8Cyxfg9KP3R/PGHXXHON41rkFUqnRHGDfsj9RHFDUGrAhbldFu90DBhyDokQaCcCpRSgelli2tmQ4dYFf5U4H7Kawf9MChD14CJl0MQtfpIlSWhVsNzRsTUTgl3ppIqETmOfffappclMZQjspd0MSHTMdPYEJJIeO68ANdqX6iv6pm7OIxECQkAI9CoCePW7keq6V/Fq1O6kPDQq0819TPwxPDJxZ4kLJtgIigteBRSbJHho8Bbg0eAYWA94SliLDq/OJKOPYZhEqSJeBwYGkoyieHqKBK8e52JxWyb0+fguPCzQ2YhBRtHA6IpXqpHXA+MjCgkKBcoEE37qQWFLgpcLTxJGVzxAzGNQLmgHx0I5ox7GddqOogAlEOMACgdxS8QhYWDFU4RiRLtggKBQUq6s9wQPF4klwBbqPYInK9ECOTf1oiTyQVDuaBvKGEoYacmLqJZgh0JDWZQePlybRAiMNgLT2UtXnMuyoCW8jHwQXlQsCnQwvFjtiH8pOGXTTVgQeHl4oYqEjg9LAy9zp4QOFe4tXqm8kJmOjohOLC9k0qH9UPmS4EbHpZ5wTtv5brQvW06/hYAQGFwE8PJitWUCkk/M0suoMAnkmhiy+PA/MQlY1rfZZptKXBr9NmNRosCNRqNSEgQWK+83gRKFQtLsOcYbwTqFUNdQHFAyUDBQehJFi3uTlI924MQzSPsY/xt5PLLnSs9sUkSgouENwsuF0oOHh2vFE0KoAZ4j5g8kNKpHWUOh4PzglIR2QSMr8qakMmW/USapv+geMA+k3cwBKYcBlw9zQ3AhRqgdbSjbVpWrBgI8KyjdnZx3t+NK//PGNKgNmhnuZVInFwmejG4pQCl7SbZdvJRYZZBup0zFekIwbJHgNZJlswgZbRMCQkAIvIsASg7WZhZirCdVUYCYhEJthqolGTkC9Sb9+ZpZg4bsZ9DKoFjhecCQmBWoa3zaJSgmRfOPRvWjSCTlh3IYkInpQeFJ8dUoDnlphEOR96RR+Xzdzf7Ptjdf9oorrnAFjgkvHiJwxzvF76LryB+v/4VANxEopQDtvPPO7vIlJSfUMgLscD/jzsWCUWatgtG6SAL9UdZSpzJa5613Hlz6KVgxX4bt7JcIASEgBIRAMQIsDE06YKzJWMjx6kN/hiKFlbFKyW5QgIjjrKrgHRxjcRzQjvpRyI5WlCFttK8V7xDKDYkDGOfxkpDWOpsEgTYR11LV2BY8OrQb7xTes6Ksuij6xAsVeYdGG3OdTwgMF4GmChAPPpxUXMlkZmEAIoUiKZbJsQ8nFEWozCJnw21cr5SnsyPQsGhQgec6ZcoUT4CQ0nxyXXSOxxxzjCtruO2T0NngwWIbn2zHAq8WFzrrYvSzQAsk6DPr0u/n603XxrvG/c3e87Svn7+5ZigbVY9P6MQ9YJJRL36w1fM1Cq5utc5uHge9ickXMR4oPcRaEFeJBZ7JLnQzYiMGVRh/GDey40g9LKAqpWD6emX6ZTtzFbyHw/XStHr93AcodtC/+PA/TBTGMT7E4/LMdkqg+hfNQcqej34YzPhO7efY1P56htyy9bezHPcVGZSxkuslxqtXhDlsT4i9pA3FMpwQIxSN/ublLPtItKD82jE//vGPo2Vcq/3f7R+mqHl7zQM0ak2xgEE/JzjpIwz0DOgZ6PYzYPSTaJOxUesDO3kiC+yOhx9+uJ/CJgLRJpHRlDz/n37eaEXRYiQ62YRK122Mh9Ljjk2iohniSpfv9nPcS+c3RSvamlXREg9EY3ZEi0XqKZzNMxiN3RP5pv1GF+yp9vfSs9LvbaWPttjMSvebNK6pBwivBRxQsrIss8wynkIZCyNeIDKuwKmFbjbIQpY8LCftFLLLYBFnzR74zYMkpAuH0092vUESrNpY8UhxOkhCulXWGUvZhgbl2skwydpqXHdRtqSR4JCstiOpoyrHQrdm/EEI7CZDFdmzll9+eQ94t3HMqTpVpRJ1GkcyncIyKCNgBpV92223LVO8p8scffTRnso5ZZLr6Ytp0njmC6TBHpT5QpobkO2u3wUPODH2pEWvl+yrahjg+SQZSdWlqQLEBZBGkjggJvlkOiPADvobyQ+gcW244YaVuU4CCQlCHc0APAIb+bRTGNQRlM/RcuG3s/0jqYvJGxOdQbtujAl0GoN23dAd6TAH7bqh/SEEMbczOHsk714Vj2X84cO4w3jD+i3Q3lCMiPmschzFaOAJrars88M4NSh9K9fJWDII/UpKhDAo8wWulznSINzblISCd7zsez4a/U4/nOPdVGlNroTBBi8Ei3KhgR5xxBGe+ACtlJSHVYr/GTt2rAehMqmSCAEhIASEQG8jgNFt//3391hTJvt4C4mhHG9xPyhApD+WCAEhIASEgBAYDgKlPEBQ3dICXlSON4gFt0iLzUJkyvM+HMhVVggIASEgBIaDAAoQrAOE9MZ33XWXr0zPWi+slyIRAkJACAgBITAcBAoVIFyLLK5VJGSqQhLtgIwhiJQgh0F/hIAQEAJCYIQIMP4kGnC2qjT+kP1p4sSJvottooZkUdJvISAEhIAQaIZAoQLEOgvkdi8rxAKxHoNECAgBISAEhMBIEVh22WUDSSLKSpGyVPZYlRMCQkAICIHBQ6BQAbI0iIEMKkkYiI488shg6a6d8kaueRbIOv3008ODDz4Ydt9991RU30JACAgBISAERoTAIYcc4otsUwlrSvA/i0huv/32njHP0l6Ha6+91tengx4nEQJCQAgIASEwHAQKFaCFFloo7LbbbrV6WKjvwAMP9EDU2kb7scsuu3ha7PPPP98X+szu028hIASEgBAQAq0gYGvb1A770Y9+VEt9nbJdsXPSpEm+8CMLQ5PaWSIEhIAQEAJCoCwCTbPAkar1+uuvD1tvvfU0dZK6FiVoEPLsT3Px2iAEhIAQEAIdR+CSSy4Jm266qacLz5+MDHAPP/xweOSRR/K79L8QEAJCQAgIgboINFWAWE8H6kG9GJ/bb7/dvUB1z6AdLSFAUgkWNmMx1EETrhsv5KAJ2awWWWSRQbvswGLLiy222MBdN30rz/lorlnWiyBDyWax3KI4n9tuu83XSqPPkDRHYJD6Vt6tQXkuBm2+MEhjJXNAnmMlGmvevw23xHQ2qLy74maDI0l7feaZZ4bDDjssrLfeer741OOPPx5OOOEE/1x00UVhgw02aFCDdgkBISAEhIAQGD4CrG4/YcKEsMMOO4Qdd9wxLL744uEf//iHr0t3wAEHhC222CJMmTJl+BXrCCEgBISAEBhYBEopQG+//XbYc889hyRGADEsl6eddlrYaKONBhZAXbgQEAJCQAh0FoFzzz03EBf08ssvDzkRCXiIEZphhhmGbNc/QkAICAEhIAQaIVBKAUoVPPvsswHKG96flVZaKay88sph5plnTrv1LQSEgBAQAkKgIwi89tpr4c477wx33323UybXWGONgaQIdwRcVSoEhIAQGDAEhqUAkXr01VdfnYaLTWaeeeaZZ8Cg0+UKASEgBITAaCHw1ltvhalTp4a0+Hb2vMSRSYSAEBACQkAIlEWgMA12/mC8Pv/1X//l3p/8Pv7XQqhFqGibEBACQkAIjBSBN954w1NekwihSPmh/hKhrCNtho4XAkJACAiBPkKglAK07bbb+sKnBx98sAeg5vnWSy21VB9BoksRAkJACAiBqiDAItwk4SEBwmqrrRZmn332qjRN7RACQkAICIEeRaApBY5sO/PNN18gCHWTTTbp0ctUs4WAEBACQqAXESDDKBS3U089tRebrzYLASEgBIRABRFoug4Q1rZZZ51Va1VU8OapSUJACAiBfkeAdTDmnHPOfr9MXZ8QEAJCQAiMIgJNFSCyvH3uc58LP/vZz0axWTqVEBACQkAICIF3Y0zPPvvs8NJLLwkOISAEhIAQEAJtQaBUDNC6664bJk+eHFZffXX/5DO+rbLKKr5GQ1tapEqEgBAQAkJACPwbgfe+971h6aWXDh/84Ad9Ie6FFlooTD/9UNvdD37wA+ElBISAEBACQqA0Ak1jgKhp2WWXnWYBuuwZWAj1+OOPz27SbyEgBISAEBACI0Zgn3328QW3G1X01FNPNdqtfUJACAgBISAEhiBQSgEacoT+EQJCQAgIASEgBISAEBACQkAI9CgCQ3kEPXoRarYQEAJCQAgIASEgBISAEBACQqAMAqVigFJFr7/+euCDvPPOO+Htt98Ozz33XHjiiSfC+uuvn4rpWwgIASEgBIRAWxFgEdRXXnnFFz1l4VP+f/XVV8Mf//jHsM0227T1XKpMCAgBISAE+huBUh6gP/3pT+EDH/hAmG222XxNINYFes973hMIRl1xxRWVIa5DzwhrMO27775h1VVXDUsuuWT45Cc/GX73u9916GzVrPbHP/5xWGuttarZuDa16tlnnw3f+973wpprrunXeuCBB9Zd8b5Np6xUNW+99VZgrZfDDjusUu3qVGP0Xg8PWZScz3zmM2HGGWcM8847r49BpMZeYIEFwpgxY8IXvvCF4VXYp6X//Oc/h1133dXH6okTJ4YLLrig1JW2elypyjtUqNU+87bbbgubb755eP/73+9JNVjk/eGHH+5QK9tX7Ujv0QsvvBBIVsV4WnVp9d4++uijgftJspRPf/rT4cQTTwyvvfZapS8XQ84pp5zia2wSa0/7H3vssaZtxhFx0EEH+dxwqaWWChtvvHG4/fbbmx6nAjkE7AY0lZVWWikuscQS8Tvf+U5cYYUV4tZbbx2/+93vRssKF00xijagN61DBYaHgE0K44c//OFoA33cY4894gknnBBNAYp2++Lpp58+vMp6tPRvfvObOMMMM0TrGHr0Cso1+1Of+lS0TjuefPLJ0bJZxbnmmitaR1ju4B4v9eabb8btt9/en+tvf/vbPX41zZuv97o5RvkSBx98cLTlGOJ2220Xv/SlL3l/8L//+7/x85//fJxuuuniFVdckT9k4P5/5JFHvN8AkzPPPDN+5Stf8b6TPrSRtHpcozpHY18rfeZf/vKXaEbcOHbs2PjDH/4wHnroodGyC0bLMhgticZoNLulc7TjHpnS530s71LVpZV7+8ADD0QzyvucyRSf+PWvfz3OMccccf/996/05U6ZMiXOMsss0Yx/0RShuMYaa0QzdsdnnnmmYbvpB22NzrjnnntGW6LGj+P/++67r+Fx2jkUAegEDcU0aB9kuDmIpcOOO+20k/82y1w063w87bTT/H/9aR8C5513nndYTIqTGO0wLrfccnH55ZdPm/ry+8UXX6xNii3lel8rQNxflNr777+/di9/+ctf+rZ77rmntq0ff9x8883RrJI+UJl1Pw6CAjTI73Wrz7BZN6NlGvXDb7rpJjcK0RciZgWNm2yyif8e5D+f/exnozEFhkCw2WabRYyXjaTV4xrV2el9rfaZTBqZbDK+JDGrufe1VZ4oj/QeoRCYtzTSx1ZdAWr13u64446uOJinK93aaKyKaB7jyhroUbrnnntuV35So3Em2KLPDe8Tzy9zhm984xvpsPj444/7/d17771r2/SjOQJNKXBTp051zvXaa6/tviPzAIXrrrvOf5vGGb74xS8Gszj5//rTPgTMehHMihdsEKtVatbOMG7cuFIu0tpBPfjDrLvh/PPP99S3W265ZQ9eQfkm8+5A8YNimoSFh60TDKYIpU19+W3WaqfVmiIUeN4HQQb5vW71/kIZXGeddfxwM/4EmwCEe++91/+3iY9TvapOdWn12ssc9/LLLzs1mrE4K9Bp7rzzznDXXXdlN9d+t3pcrYIu/Wi1z1x55ZWDKQBOo0xNN29QgE5ZhnaUjhnN75Heo4ceeiiYN8TDFKCQVl1aubfEBZriFIyh5PTYdI177bVXMI9IMEZF2lSp74svvjgwv86+t6yxybIyjcZ+Yu9ZB23BBResXQ8hKcwZ3njjjdo2/WiOQFMFCJBNS/WOlOrMAxHuvvtuH4T4f9ZZZw1PPvkkPyVtRIB4H6O9+UOdqjW6UDBKQ1httdXSpr78htMPL3sQuP1Gy3A+evZGmpUyLL744pUdlLNtHcnvU089NRBfCGd7UGSQ3+tW7zHGASbyCEY34iGTEc6ocW6ge/rpp1utvuePM0+xJyUiriUryyyzjP9bb3Lf6nHZc3Tjd6t9JvG0++2335AmX3bZZYH4mKqOqSO5RyQJQQnGiGhe0iHXXdV/Wrm3RhEMzI0sZCD89re/DV/96lfDzjvvHIwa60pCftHkqlw7homZZpopEMOTFd7jeu8s5VgYGiXpuOOOc8MHsU882xiBLDwlW5V+N0GglEkAizQPFMHK5o4NaKnf/OY3/cU65phjwoYbbtjkNNrdDgS+9a1veWdNwHw/C1a5QRGs21hv8kKikX6f1DFgSUIYlPe61XvN+MOHcYfxZt111w1HHXWUe00JILY4Dv+0Wn+vH0cfgjAxygqeDaReP9LqcdlzdON3u/rMl156ySeOTDhhW1RRRnKPmCewQDCehl6RVu4tWYgREjzQH5AA4YYbbgjHH3+8J9ahf62i1LtW3ls8fyR/qceM+PWvfx0+8YlPeHKYdG0kPfnoRz+a/tV3CQSaeoCog8GGDFWXX365U1aOOOIId6mS+pqMHYNgqS+BZUtFcGem9OLpO1+RMRnDf//3fwcLkA+HH364TwDyZXrtf64pXW/6JrX6oAm0RqzYecEy9M9//jO/Wf/3EQL9+F534vZgdLMYjXDhhRcG3hdLwOPLL4wfP94nPF/72tc6cdqeqRNMEPqMrKT/6/UjrR6XPUc3frejz/z73/8eJkyY4Jb2X/3qV+5Z7Ma1NDtnq/eIrHFk1fzFL35RWQpY0bW3cm+ff/55r+qiiy4KeEPwAuFB2WqrrQIZVaEBVlXqjf20t957i3JE1lRYMtzjc845xz18FuMWLMa0qpdayXaVUoBuueUW5yT+5Cc/8YvAG4T7jgcN8HFBSlpD4Mgjj3SlkhTj6ZNVBPC64cYmLgb88y781s7a/aPolNL1pu+zzjqr+w0b5RYsuuii7tXLnxZaBtRTSX8i0K/vdSfuFmMN6/z89a9/9eqhTLKNsYf4MSijKJODKosssohfOrFRWaEPQer1I60elz1HN36PtM988MEHPaaMSfKVV15ZWfob2LZyjzAoMhmGJsW9v+OOO/zDvAJvIP9jeK2itHJvWY4F4ZoXXnhh/41iQXwg/Wyiy/qOCv1pdK00s957i6L3hz/8wdN8493adNNNw7nnnhuIz8dQLimPQCkKHHnz4VNmebIEo/Jhco4LEiudZPgI4EXLuzmT1YeObIsttnDszz77bH/Qh3+Gah4BXSO/JoGlVa9mYzvYKjrBIoqKpcEMlg60g2dW1d1CoJ/f605gCgOBNX+y1F9oowz8GOFY+wZrbxGVtBPtqVqd9CEIdKespH7lfe97X3Zz7Xerx9Uq6NKPkfSZKM6MuTwrMFqIJ6uytHKPGDswFvBh3pCVY489NvDhWUnKQnZ/t3+3cm+Jl0WIT89KiolDCaqicK0kcOBDAoMk3Bv2YdgpEpQf5k/rrbfekN3E/5DwguOT4jykgP6ZBoG6ChBAXn311X4ALjfAxVKfFTJOWPpejw/Kbtfv8ghALeRTJAzwcFlRPvttMVD4/Dxjgy4MxixoxjuWstWwsj0UDSlA/fl09PN73a47Bp+drE4IlnoyWOUXgcaiDQ2EycCgKj/gQ8yArR/iyqCtlcQmF+gw7KtnWGr1uFR/t75b7TN5Vj7+8Y/74u1kGa1nYe/WdRWdt5V7tNhii9WyJGbrZCFU2DsYDDAoVFFaubco+MQBktDC1pSrXRZeEaSqcTEkxCFBA0acFEaCJ5tnExzqia3JGaD9EX6SvF+Uveqqq5xOn48FrFePthsCBnihsGgYefP5GJc4WqKD2v9p+6RJk6K53CqbZ73wwnpko3F3Pdc7C9v99Kc/neZjGV565EpG1swddtihr9cBIqc/ef9ZqM48qdEslNHStUZb+X5kwPXY0aYQD8Q6QHqvyz2YRtGJNlHzMccsuXHFFVecZvz58pe/HHfbbbdo8Q7lKu3jUiyOzaLRliTC17mxuBZf9POkk06qXTX9i3nKIvuSlDkula3Kd9k+c5999omWCrnWbNaSAiOLo51mPLVEAbVyVftR5h6Zp8fvrRkL6jbfMvY2XF+m7oGjuKPVe8tioExnWVDUPJ++qKgpCtESIoxi64d/KjOGRdpp2VCjGT2jxTP62kWWWblWWf7esuaPJUnyRV8tPCVyz1nziHk6C6NKyiNQVwHKVmFpFCMr7UpGDwEL8PUXmpe66GPet9FrTBfP1O8KENBee+21vogb99m8rJFOsdFA1sXb0bFTD4oCpPd6+I+QUWVjdiI//BoG4wgmQSz0ST9iXgA3TmavnIWV2XfAAQdkN/vkqdFxQwpX5J8yfaZlE40WF+EtZnJZNI6mbVVfTLfZvWVBYK4Fw3U96QUFiLYP996m60X5ZxwBB67VMkdGo5el3ZX8Nk9OnDhxYrSwB2/3hz70oWgeoSFtLbq3GH1YRDw9vxbzFCdPnhyNXj3kWP3TGIHp2G0gDkvgVMIzrDp/dlgXpcJCoMsIkMEGKk8+JqzLzdLphUDlECDxDlSfXljccTTBY2ymH4EWlGJJy5y/1ePK1N3JMoPUZ/bqPWr1/rdyb5nOkmCJvoE1KntFSMlO2usU81W23c8995wnUYICmLI+lj1W5UKYvhEIcIjhJmbTCB5yyCE+SWPxJpIgwDuUCAEhMHIEMChI+Rk5jqqhPxBgEUijMYWf//zntQsioxOT+zFjxjj/nfg5yX8QYBLEAqjDUX44utXj/nPm7vwapD6zV+9Rq09GK/eW557nv5eUH/AhJnq4yg/HEe+z7LLLSvkBjBakrgJ02mmn+eJzBKOyyi5CRhHWY2AhOhaZIpBus802C6SVlAgBISAEhIAQaAcCxnMPRhf0tc+wjiJktyIrJskPjj766PDFL37R1/lgLJIIASEgBISAEBgOAoUUOBZgQrO0xAeu6JCJBFlppZU8Zd/dd9/tGeGmTp0aWJOBzDPZFKXDaYDKCgEhIASEgBDIIoCiY4HBnvmN7FUI7AMMcLAOPvaxj/k2S8Tj63ykNYJ8o/4IASEgBISAEGiCQKEHyALpwmuvvebpEpPyg0WO7SxIl9Jhk0YSb9BNN93U5DTaLQSEgBAQAkKgHAI33nhj2HjjjUNSfjiKBQBZ2yMpP2yzbInBEvSE/CKg7JMIASEgBISAEKiHQKECdO+99zqH+CMf+UjtONaiQchdnhUUJAKxJEJACAgBISAERooAxjcCoNdee+1aVSwWiFKUH38sHayXYV0MiRAQAkJACAiBsggUKkAstEQ2DahuSS699FL3/OQXlbrjjjuCpZpMxfQtBISAEBACQqBlBGAYQMG2NbFqdbD6ua0NNM3iwIw/lCcxgkQICAEhIASEQFkEChWgVVddNdiCYYFECASc2gJqgVV1J0yYMCS7Bhl5oL/Zwo1lz6dyQkAICAEhIAQaIrD66quHCy+80FO82qLPYcqUKWH22WcPG2ywQe040saecMIJwRZJ9RXVazv0QwgIASEgBIRAEwQKkyBwzPe///2w7777umXNVqV1xQeFB28PdINjjz3WM/Gwbsn1118fiAeSCAEhIASEgBAYKQJ4f6BgTz/99J4i1hYGDkcddVTYY489vOpTTjnFx6Cbb745wE4gY5xECAgBISAEhEBZBOoqQFRw8sknu+cHnvUuu+wSbJVar/eGG24IUOHGjRsXfvazn3lgatkTqpwQEAJCQAgIgWYI2Grn4cQTTwwk4Nl0003D9ttvXzuENUJY6+OAAw7wdNi1HfohBISAEBACQqAEAg0VoHrHE6TKJ2WIq1dO24WAEBACQkAItBsBaNms9i4RAkJACAgBIdAKAi0pQK2cSMcIASEgBISAEBACQkAICAEhIAS6jUBhEoRuN0rnFwJCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CgEhIASEgBAQAkJACAgBIVBJBKQAVfK2qFFCQAgIASEgBISAEBACQkAIdAIBKUCdQFV1CoFRRuD1118f5TPqdEJACAgBISAEhIAQ6E0EpAD15n2rdKuvvvrqsNRSSzX9PPLII+HPf/6zl7v11lsrfU007l//+le44IILau286aabvO0333xzbVs7fqy00krhyCOPbFrV3/72t/Dtb387rLPOOmGuueYKiy++eJg0aVI4++yzmx7b6QLPPvts+NOf/lQ7zUEHHRTWWmut2v9lr7F2gH4IASEgBPoUgSeffNLHkuOPP75Pr1CXJQSqh8CM1WuSWtTrCCy66KJh2223rV3GnXfeGX7729+G7bbbLrAvCZP2Rx991D9vvPFG2lzZ7z322CNce+214bOf/ay3ceaZZw4LLrhgmGmmmdra5sceeyz84x//aFjnE088ET7xiU+E1157Ley6665hn332Cffff3/43e9+F7bccsvw/e9/P+y9994N6+jkzrFjx4ZvfOMbYe211/bTcK/f+9731k5Z5hprhfVDCAgBIdDHCLz99ts+Dk6dOrWPr1KXJgSqhYAUoGrdj75ozfvf//5w6KGH1q7l1FNPdQVol112CR/60Idq23vtx0svvRSmm266WrNXXnnlcOONN9b+H60fL774Ythggw3CvPPO6x40lLAk3/zmN8Nuu+0W9t1337DAAguEL3/5y2nXqH7nB/K99tor8JEIASEgBISAEBACQqDbCIgC1+07oPM7AsSwHHzwwWH99dcPX/rSl1xhykNz+umnh2222cY9H1//+tfdYpYvA6UOT9PHPvYx90JlKWuUPe2008JRRx0VLrzwwvDpT386fPe733VqG/sa1f+Tn/wkXH/99X7OHXfcMdx1113hwQcfDPzmO8lzzz0XfvSjH4WNN944bL/99uG8884Lb775Ztod8HThnfn85z8fxo0b59d61lln1faX+fGb3/wm3H333eHYY491D1T+GNqKoplVQsGL47JyxRVXePuz7YNWh6Ky4YYbhk9+8pMBpfXee++tHfbXv/7Vj3n++efDIYccEiZMmOAep3PPPdfLUBeYvPXWW36+3Xff3befeeaZrpTVKir40Qh/ikOrmzx5clhvvfXCZz7zGaf/NfOUFZxGm4SAEBACPYtAo37ypz/9qfeL+YuDgQFTABo38sorr4QDDzwwTJw4MWy00UZOuabPTnLfffd5P/7AAw94/86YSt+PMKbusMMO4eMf/3jYZJNNfBx49dVX06H+/dBDD/l2xvOddtopUM9+++0XLr300iHlGl3LkIL6Rwh0AAEpQB0AVVUOHwEUm8svvzysscYa4bbbbgubbrrpECVo5513doUG7weKyy233BLwwGRjh84444zwkY98JDz11FPeqccY/fs73/lOrUHXXXddOOaYY1zxYPL8xz/+McwwwwyhWf3zzDNPmGWWWcKMM87onhXob08//XQ44YQTwjPPPOP1M6jQNuJyFllkkTDrrLP6eVCyEAYf2ocCtvDCC/tEHkVmq622CieddJKXKfOH2JollljCY3+KynM9eIgYsFBUkF/84heBmKWscG7aD/0CwZtFbA6KHu38wAc+4EoM9+Tvf/+7l0nXzHWi1KyyyiquFHK/zjnnHPeQ4XnCUzbHHHPUaG+0mcGunjTDH+w+9alPBRQtYp6491zTmmuuWRvU69Wt7UJACAiBfkCgWT85++yzh+9973tOh85eL8ZFxkXGhhdeeCGsuuqqbqhbeumlw+qrrx5+8IMfuNEwjQXEJDE2bLHFFuGee+4Jv//97338o57Pfe5zTr1GeWKMxdDGGJaE8RADJOMcYwd1Mp4w7t5xxx2pWNMxt1ZQP4RApxCwB1giBDqKwCmnnBLt+Y3mnZnmPJYwwfdZRxvfeecd3//Pf/4zzjbbbNGsTP7/VVdd5WV++MMf1o63TjWuttpq0bwovs069TjffPPFL3zhC7Uy/DBvRrROP95+++2+3TwaXtevf/3rWrky9VPYPFPRBo7acRYP5HWZUuXbzMsS55577miDR62MeWOiKULRYl7iZZddFk2JiuZ5qe03j4m3e7PNNqttM2Urfutb36r9n/+x4oorRov/yW8e8r8pI94283T59qI6jz76aC9j1jsvY9S5aMkrIvgnueiii7yMKZe+Kd0vi/FKRaLFIUWL7YrcwyRc52GHHZb+jRY/5WXShmx7yuBvcWTejosvvjhVEa+88spoFsZoil5tm34IASEgBHoNAUsI5P2bJb+p2/Qy/SR9ucVbxv33379Wjxm6vG5jI/i2r33taz4mPvzww7Uy5uX3MoxXyB/+8Af/35gKtTLGXohLLrlkNE9SbRs/zDsUzeAVGZMRxgH6d6NB+//8sRjVIddX5lpqB+uHEOgQAvIAdUqzVL3DQgBLU4qvMeUnfPSjH3W3OZXgcifRwPjx4wMULT4kT4Cidc011wTc73iC8A6RqCArm2++uXsITPmobcYKlhIZsLFM/bWDG/zAc4InBO9PEmgHULfI0IYHg6QFXAfCdpvEu5cE71FZgWaGJ6qRgCGSpyY0OsYUIseWY/G4QO0jWQGSbx/XmQRP13LLLeeWxbRtON9l8MdSSbv23HNPp/7xDEDBgFJBzJlECAgBIdDPCJTpJ/EAQa+G6p3EDJBOlYbWjJx//vlh3XXXDWZwrI2nMBpWWGGFcMkll6TD/BtvTxLKkLmVcQIxQ1kgAyrUOZuf1sYIxmSobyS+SZIdL9hW5lrSsfoWAp1CoPEsqlNnVb1CIIeAWZaGbJlzzjldQWAjE3E6WVz1RcJkOPGTx4wZM6QIrnfzynjHnXagoNCZJylTP1nNmgnZ7qCeZQVlKzsQEIfzf//3f8E8Uq6wQTODkkDa8LJCZjUGmUYChxsxb1GjYkP2oZz9z//8j1PZ0vHpuhngsgKFLysMvPnEB9n9jX6XxR9l56tf/aoneaC+5Zdf3hUiYo4kQkAICIF+RqBsP0m8DvQ1aMeMfyQhIisrRjPGUYxaKDLve9/7poELpSgr+fGUcYHYT7KhYoQ01kWN5swYQQwsFDiMU1mhHYwRScpeSyqvbyHQCQSkAHUCVdU5bASS96foQLKd8SEYP6u4pLIoOPCUEeJ6slnR2MbEPtvZ59NWl6mfepoJ7SBTXF4YEBZaaCFXLPBIbb311oGkBHi5aOtwM+OhAGHVI1YKLneSdB7+Jx02SiQKFgK+2SBXtqF4ZYWkDQTLkkkOLxXtIuYH70teAWp0v7J1lvldFn+sln/5y19c2TUqXPjlL3/pAbZ4oLJp18ucU2WEgBAQAr2EQNl+khjJD37wgx5zSdIdFJ5Jtj4cwthHbCaJD5Inx3f8+8/000+f/XcI04B4UhQbljMgrpbxC88/SX1IcMAYYdQ3jzPKG8NgFGQX6y57LUMao3+EQJsRGPq0t7lyVScE2oEAgfkoNlDMsDilD1Yu1prBakUZJJ9lBooZE3+LF6rblDL1czCDAx15PcHbgmUsK8Z19oQHJF9ggVIUHpI1QAngNxQ1rGop+DR7bL3f0BKg1JFhLVHcSFKAF4mMOyyiCg4EwyZlD2UoJTJI9WYDUrkuvFNYD0naQIY6FIu0yGuj6071Zb9RkPLWxOz+7O8y+JOggYxzxlt3pY5rJ2kG18VzIRECQkAI9DMCZfrJdP304ySlwUhEopjkyWc/9UBBo39PYyneGRIsZKlzqa70zQLnGNlIZkAWODzw9PPZMYLx5sMf/vCQBEYcD+0uOx4M51rS+fUtBNqOgGntEiHQUQTKJEEwd/2QNtgkP5oly7dZ/Em0CX80b0Y88cQTo2WziT//+c89kNMoW7XjLJOcJxQgwYF5YiKBlub5ieY58EB9CpIEwTwatWP4UbZ+kgQQYEowqQ0EMZ8EIQWOkoiBpAvst8Eg2sTdz2cpSj0Q9Fe/+lU0a5iXsTgm37bWWmvV2pRNEFDbmPthHq9olri47LLLOhaW4S0efvjhnjzCOgnfbkpL7SiSLJCYAGxIGmA0hmiDnp/blCgvR1vA2FJ8R7aRQOE973mPl0nBuSkJQv5+WUxVtMw/tfOZchepzxQx39YoCUIZ/MGLAFzjsXsyDVsINtImrtXSiNfOqx9CQAgIgV5DICVBMIZAZJzIf0hYUKafTNdNIh6S/xhjIprCkjb7N8l46DcthXU0KrWPB+Yh8vGBcQVJY5kZnvx//jDuUh/JiYzq5sl+DjroIE+AQH20ETHDlJ/bmAqR5Dn0/SQHokwaR4ZzLV6p/giBDiCA21IiBDqKwEgVIBp3//33+wTbLE7ekS6zzDJx7733rmWeoczLL78czQMSzQrlZVBWttxyyyHZaIoUoLL1k8UOpYOO/LjjjptGAaIeOnxLA+1lKGdpQCMZdhCUCpQ0BgPzJkXzXrgiwiBiAf61dpZRgKjPKHDRaGuuGHAuFByjrkVLFBBRQFCqbrjhBopG41xHswTW2oVyadxw/z8pQCg1KDG0jQ/KFVnXLPYqmsfK6ymrAKFgMVjSLgbLRgoQFZe5vwzclkjCr5N6jUYRbc0lb5f+CAEhIAR6FYGkANGvFX1SBrcy/WTCwNZK876SDKl5wQhnsbB+LhQljITmLaoVK1KA2El/y9jL+MBxKFFkNaXNtsxB7XgMXxb34wZDxg/zAHmZrDI2nGupVawfQqCNCExHXfbwSoRATyBgliNf26ZR0gAobwR5jrGECM2ypeUvukz9cKHnn3/+Wta6fB38T4Ao8Ur5ZAHsI4ubeTCcsmYDCZtGLFDDOBe0BgQOtqWhdvqDKYG1+qEwkJgBHnc9SVQ51vMZiXCdxF/BCy8rZfCnTq6D+ysRAkJACAwaAmX6yTKYsDaQGc58PCtTPpUh8RDjTco2mrbzDbUaijZjZJI0Hpvi5Qurpu18t+tasnXqtxAog4AUoDIoqYwQEAJCQAgIASEgBIRAQwRIsEDCIjKdEltE/ChJGIx+HR566KFCo2DDCrVTCHQIASlAHQJW1QoBISAEhIAQEAJCYJAQICmC0e88I+oqq6ziGVrJRkeG0fwyEYOEi661eghIAarePVGLhIAQEAJCQAgIASHQkwgQWcHi5GQ/ZSkGMsORcU4iBKqEgBSgKt0NtUUICAEhIASEgBAQAkJACAiBjiLQngjsjjZRlQsBISAEhIAQEAJCQAgIASEgBNqDgBSg9uCoWoSAEBACQkAICAEhIASEgBDoAQSkAPXATVIThYAQEAJCQAgIASEgBISAEGgPAlKA2oOjahECQkAICAEhIASEgBAQAkKgBxCQAtQDN0lNFAJCQAgIASEgBISAEBACQqA9CEgBag+OqkUICAEhIASEgBAQAkJACAiBHkBAClAP3CQ1UQgIASEgBISAEBACQkAICIH2ICAFqD04qhYhIASEgBAQAkJACAgBISAEegABKUA9cJPURCEgBISAEBACQkAICAEhIATag4AUoPbgqFqEgBAQAkJACAgBISAEhIAQ6AEEpAD1wE1SE4WAEBACQkAICAEhIASEgBBoDwJSgNqDo2oRAkJACAgBISAEhIAQEAJCoAcQkALUAzdJTRQCQkAICAEhIASEgBAQAkKgPQhIAWoPjqpFCAgBISAEhIAQEAJCQAgIgR5AQApQD9wkNVEICAEhIASEgBAQAkJACAiB9iAgBag9OKoWISAEhIAQEAJCQAgIASEgBHoAASlAPXCT1EQhIASEgBAQAkJACAgBISAE2oOAFKD24KhahIAQEAJCQAgIASEgBISAEOgBBKQA9cBNUhOFgBAQAkJACAgBISAEhIAQaA8CUoDag6NqEQJCQAgIASEgBISAEBACQqAHEPh/FvavAhauEi8AAAAASUVORK5CYII=" />

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#### Lemmas + Lemma Drop


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubnNfbGVtbWFzX2Ryb3BfbG0gPSBsbShsb2dfdGVzdF9hY2NfZHJvcCB+IG5zKGxvZyhHb2xkbWFuX3RyYWluX2xlbW1hcyksIGRmID0gMykgKyBucyhsb2dfdHJhaW5fbGVtbWFfZGlmZiwgZGYgPSAzKSwgZGF0YSA9IGRmKVxuc3VtbWFyeShuc19sZW1tYXNfZHJvcF9sbSkkci5zcXVhcmVkXG5gYGBcbmBgYCJ9 -->

```r
```r
ns_lemmas_drop_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_lemmas), df = 3) + ns(log_train_lemma_diff, df = 3), data = df)
summary(ns_lemmas_drop_lm)$r.squared

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDAuODY5NzE4M1xuIn0= -->

[1] 0.8697183




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29tcGFyZV9tb2RlbHMobnNfbGVtbWFzX2Ryb3BfbG0sIG5zX3RyYWluX2xlbW1hX2xtKVxuYGBgXG5gYGAifQ== -->

```r
```r
compare_models(ns_lemmas_drop_lm, ns_train_lemma_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiA1OS41NTA3NzBcbiJ9 -->

[1] : 59.550770




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<img 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" />

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# Investigating Raw Accuracy

Having investigated the relationships with accuracy drop, we now wish to understand the predictors of raw accuracy. To begin, we visualize the relationship with raw accuracy for both SIGMORPHON and Goldman et al.

## Basic Visualization

First, format the data for easier plotting:


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<!-- rnb-source-begin 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 -->

```r
```r
Gold <- df %>% 
  select(train=Goldman_train_size, 
         lemmas = Goldman_train_lemmas,
         test = Goldman_test_acc, 
         Family = Family
         ) 
Gold$Type = \Goldman\

Sigm <- df %>% 
  select(train = SIGMORPHON_train_size,
         lemmas = SIGMORPHON_train_lemmas,
         test = SIGMORPHON_test_acc,
         Family = Family
         )
Sigm$Type = \SIGMORPHON\

new_df = rbind(Gold, Sigm)

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#### Training Size


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubmV3X2RmICU+JSBcbiAgZ2dwbG90KGFlcyhsb2codHJhaW4pLCBsb2codGVzdCArIDEpLCBjb2xvciA9IFR5cGUpKSArXG4gIGdlb21fcG9pbnQoYWVzKHNoYXBlID0gRmFtaWx5KSwgc2l6ZSA9IDUsIGFscGhhID0gMC41KSArIFxuICBzY2FsZV9jb2xvcl9tYW51YWwodmFsdWVzPWMoXFx0dXJxdW9pc2VcXCwgXFxwdXJwbGVcXCwgXFxnb2xkXFwpKSArIFxuICBzdGF0X3Ntb290aChhZXMoY29sb3I9VHlwZSksIG1ldGhvZD1cXGxtXFwsIHNpemU9MC41LCBhbHBoYSA9IDAuNSkrIFxuICB0aGVtZV9idygpICsgXG4gIHhsYWIoXFxUcmFpbmluZyBzaXplXG5gYGAifQ== -->

```r
```r
new_df %>% 
  ggplot(aes(log(train), log(test + 1), color = Type)) +
  geom_point(aes(shape = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  stat_smooth(aes(color=Type), method=\lm\, size=0.5, alpha = 0.5)+ 
  theme_bw() + 
  xlab(\Training size

```r
print(\-------GOLDMAN ------\)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLUdPTERNQU4gLS0tLS0tXFxcbiJ9 -->

[1] -——GOLDMAN ——




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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRHb2xkbWFuX3RyYWluX3NpemUpLCBsb2coZGYkR29sZG1hbl90ZXN0X2FjYyArIDEpKVxuYGBgXG5gYGAifQ== -->

```r
```r
correlations(log(df$Goldman_train_size), log(df$Goldman_test_acc + 1))

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjcwMzY3MCAocCA9IDMuNDQzMzA1ZS0wNilcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC44MTc1MTUgKHAgPSAzLjYxOTMxM2UtMDkpXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC42MjE5ODYgKHAgPSAyLjQ1NjUyNWUtMDcpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.703670 (p = 3.443305e-06)
[1] ’s rank correlation rho: 0.817515 (p = 3.619313e-09)
[1] ’s rank correlation tau: 0.621986 (p = 2.456525e-07)




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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucHJpbnQoXFwtLS0tLS0tU0lHTU9SUEhPTiAtLS0tLS0tXFwpXG5gYGBcbmBgYCJ9 -->

```r
```r
print(\-------SIGMORPHON -------\)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLVNJR01PUlBIT04gLS0tLS0tLVxcXG4ifQ== -->

[1] -——SIGMORPHON ——-




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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRTSUdNT1JQSE9OX3RyYWluX3NpemUpLCBsb2coZGYkU0lHTU9SUEhPTl90ZXN0X2FjYyArIDEpKVxuYGBgXG5gYGAifQ== -->

```r
```r
correlations(log(df$SIGMORPHON_train_size), log(df$SIGMORPHON_test_acc + 1))

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjMwODkyNiAocCA9IDcuNTQ0ODMzZS0wMilcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC4wMzk2MzMgKHAgPSA4LjIzODkzNGUtMDEpXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC4wMDg5OTMgKHAgPSA5LjQwODA0OGUtMDEpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.308926 (p = 7.544833e-02)
[1] ’s rank correlation rho: 0.039633 (p = 8.238934e-01)
[1] ’s rank correlation tau: 0.008993 (p = 9.408048e-01)




<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


#### Training Lemmas


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubmV3X2RmICU+JSBcbiAgZ2dwbG90KGFlcyhsb2cobGVtbWFzKSwgbG9nKHRlc3QgKyAxKSwgY29sb3IgPSBUeXBlKSkgK1xuICBnZW9tX3BvaW50KGFlcyhzaGFwZSA9IEZhbWlseSksIHNpemUgPSA1LCBhbHBoYSA9IDAuNSkgKyBcbiAgc2NhbGVfY29sb3JfbWFudWFsKHZhbHVlcz1jKFxcdHVycXVvaXNlXFwsIFxccHVycGxlXFwsIFxcZ29sZFxcKSkgKyBcbiAgc3RhdF9zbW9vdGgoYWVzKGNvbG9yPVR5cGUpLCBtZXRob2Q9XFxsbVxcLCBzaXplPTAuNSwgYWxwaGEgPSAwLjUpICsgXG4gIHRoZW1lX2J3KCkgKyBcbiAgeGxhYihcXFRyYWluaW5nIGxlbW1hc1xuYGBgIn0= -->

```r
```r
new_df %>% 
  ggplot(aes(log(lemmas), log(test + 1), color = Type)) +
  geom_point(aes(shape = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  stat_smooth(aes(color=Type), method=\lm\, size=0.5, alpha = 0.5) + 
  theme_bw() + 
  xlab(\Training lemmas

```r
print(\-------GOLDMAN ------\)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLUdPTERNQU4gLS0tLS0tXFxcbiJ9 -->

[1] -——GOLDMAN ——




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRHb2xkbWFuX3RyYWluX2xlbW1hcyksIGxvZyhkZiRHb2xkbWFuX3Rlc3RfYWNjICsgMSkpXG5gYGBcbmBgYCJ9 -->

```r
```r
correlations(log(df$Goldman_train_lemmas), log(df$Goldman_test_acc + 1))

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjY2MzgzNiAocCA9IDEuODY4NTcwZS0wNSlcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC44NDk4MDUgKHAgPSAyLjA1Mjg3MmUtMTApXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC42NDY5NTMgKHAgPSA4LjUzMDE2NGUtMDgpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.663836 (p = 1.868570e-05)
[1] ’s rank correlation rho: 0.849805 (p = 2.052872e-10)
[1] ’s rank correlation tau: 0.646953 (p = 8.530164e-08)




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucHJpbnQoXFwtLS0tLS0tU0lHTU9SUEhPTiAtLS0tLS0tXFwpXG5gYGBcbmBgYCJ9 -->

```r
```r
print(\-------SIGMORPHON -------\)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLVNJR01PUlBIT04gLS0tLS0tLVxcXG4ifQ== -->

[1] -——SIGMORPHON ——-




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRTSUdNT1JQSE9OX3RyYWluX2xlbW1hcyksIGxvZyhkZiRTSUdNT1JQSE9OX3Rlc3RfYWNjICsgMSkpXG5gYGBcbmBgYCJ9 -->

```r
```r
correlations(log(df$SIGMORPHON_train_lemmas), log(df$SIGMORPHON_test_acc + 1))

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjE1NTkyMCAocCA9IDMuNzg1NTYwZS0wMSlcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogLTAuMDAyMTQyIChwID0gOS45MDQwNTRlLTAxKVxcXG5bMV0gXFxLZW5kYWxsJ3MgcmFuayBjb3JyZWxhdGlvbiB0YXU6IC0wLjA1NzYwOCAocCA9IDYuMzQ1Njk3ZS0wMSlcXFxuIn0= -->

[1] ’s product-moment correlation: 0.155920 (p = 3.785560e-01)
[1] ’s rank correlation rho: -0.002142 (p = 9.904054e-01)
[1] ’s rank correlation tau: -0.057608 (p = 6.345697e-01)




<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


#### Co-Linearities


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucHJpbnQoXFwtLS0tLS0tR09MRE1BTiAtLS0tLS1cXClcbmBgYFxuYGBgIn0= -->

```r
```r
print(\-------GOLDMAN ------\)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLUdPTERNQU4gLS0tLS0tXFxcbiJ9 -->

[1] -——GOLDMAN ——




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRHb2xkbWFuX3RyYWluX3NpemUpLCBsb2coZGYkR29sZG1hbl90cmFpbl9sZW1tYXMpKVxuYGBgXG5gYGAifQ== -->

```r
```r
correlations(log(df$Goldman_train_size), log(df$Goldman_train_lemmas))

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjg5MjE1MCAocCA9IDEuNDA4NDg0ZS0xMilcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC44OTA2NTUgKHAgPSAxLjczNjExOGUtMTIpXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC43MjIwNzYgKHAgPSAyLjA4NDkwMWUtMDkpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.892150 (p = 1.408484e-12)
[1] ’s rank correlation rho: 0.890655 (p = 1.736118e-12)
[1] ’s rank correlation tau: 0.722076 (p = 2.084901e-09)




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucHJpbnQoXFwtLS0tLS0tU0lHTU9SUEhPTiAtLS0tLS0tXFwpXG5gYGBcbmBgYCJ9 -->

```r
```r
print(\-------SIGMORPHON -------\)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcLS0tLS0tLVNJR01PUlBIT04gLS0tLS0tLVxcXG4ifQ== -->

[1] -——SIGMORPHON ——-




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29ycmVsYXRpb25zKGxvZyhkZiRTSUdNT1JQSE9OX3RyYWluX3NpemUpLCBsb2coZGYkU0lHTU9SUEhPTl90cmFpbl9sZW1tYXMpKVxuYGBgXG5gYGAifQ== -->

```r
```r
correlations(log(df$SIGMORPHON_train_size), log(df$SIGMORPHON_train_lemmas))

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUGVhcnNvbidzIHByb2R1Y3QtbW9tZW50IGNvcnJlbGF0aW9uOiAwLjkwNDAxOCAocCA9IDIuMzgwODQxZS0xMylcXFxuWzFdIFxcU3BlYXJtYW4ncyByYW5rIGNvcnJlbGF0aW9uIHJobzogMC44OTEyODMgKHAgPSAxLjU5MDY5MmUtMTIpXFxcblsxXSBcXEtlbmRhbGwncyByYW5rIGNvcnJlbGF0aW9uIHRhdTogMC43MTcyMTcgKHAgPSAyLjUyMTEyN2UtMDkpXFxcbiJ9 -->

[1] ’s product-moment correlation: 0.904018 (p = 2.380841e-13)
[1] ’s rank correlation rho: 0.891283 (p = 1.590692e-12)
[1] ’s rank correlation tau: 0.717217 (p = 2.521127e-09)




<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


## Raw Accuracy Pirate Stats, Linear Version 🏴‍☠️

As we did for accuracy drop, we now fit linear models to raw accuracy on the Goldman et al. data only (since there seems to be little effect for the SIGMORPHON data). We then compare the models fitted to just training size or training lemmas to the model fitted to both in the same way as above.

#### Training Size


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxudHJhaW5fc2l6ZV9sbSA9IGxtKGxvZyhHb2xkbWFuX3Rlc3RfYWNjICsgMSkgfiBsb2coR29sZG1hbl90cmFpbl9zaXplKSwgZGF0YSA9IGRmKVxucHJlZCA8LSBldmFsX21vZGVsKHRyYWluX3NpemVfbG0sIGRmKVxuYGBgXG5gYGAifQ== -->

```r
```r
train_size_lm = lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_size), data = df)
pred <- eval_model(train_size_lm, df)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjQ5NTE1MVxuIn0= -->

[1] ^2: 0.495151




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lIFxuICBnZ3Bsb3QoYWVzKGxvZyhHb2xkbWFuX3RyYWluX3NpemUpLCBsb2coR29sZG1hbl90ZXN0X2FjYyArIDEpKSkgKyBcbiAgZ2VvbV9wb2ludChhZXMoY29sb3VyID0gRmFtaWx5KSwgc2l6ZSA9IDUsIGFscGhhID0gMC41KSArIFxuICBzY2FsZV9jb2xvcl9tYW51YWwodmFsdWVzPWMoXFx0dXJxdW9pc2VcXCwgXFxwdXJwbGVcXCwgXFxnb2xkXFwpKSArIFxuICB0aGVtZV9idygpICsgXG4gIHhsYWIoXFxHb2xkbWFuIGV0IGFsLiB0cmFpbmluZyBzaXplXG5gYGAifQ== -->

```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size
Saving 6.94 x 4.29 in image

Number of Training Lemmas

```r
train_lemma_lm = lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_lemmas), data = df)
pred <- eval_model(train_lemma_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjQ0MDY3OFxuIn0= -->

[1] ^2: 0.440678




<!-- rnb-output-end -->

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<img 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" />

<!-- rnb-plot-end -->

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```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. number of training lemmas
Saving 6.94 x 4.29 in image

Training Size & Number of Training Lemmas

```r
lemmas_plus_train_lm <- lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_size) + log(Goldman_train_lemmas), data = df)
summary(lemmas_plus_train_lm)$r.squared

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDAuNTAxNTIyXG4ifQ== -->

[1] 0.501522




<!-- rnb-output-end -->

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```r
```r
compare_models(lemmas_plus_train_lm, train_lemma_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiAxMDIuODgwMjE5XG4ifQ== -->

[1] : 102.880219




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29tcGFyZV9tb2RlbHMobGVtbWFzX3BsdXNfdHJhaW5fbG0sIHRyYWluX3NpemVfbG0pXG5gYGBcbmBgYCJ9 -->

```r
```r
compare_models(lemmas_plus_train_lm, train_size_lm)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiAxMDIuODgwMjE5XG4ifQ== -->

[1] : 102.880219




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

<img 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" />

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## Raw Accuracy Pirate Stats, Non-Linear Version 🏴‍☠️

It's very clear from the above plots – more so than for test accuracy drop – that the relationships aren't linear even on the log-log scale. As such, we once again make use of a natural cubic spline with `df = 3` to extend these models to be non-linear and fit two single predictor models and one two-predictor model as above.

#### Training Size


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```r
```r
ns_train_size_lm = lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_size), df = 3), data = df)
pred <- eval_model(ns_train_size_lm, df)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjU1MTMxOVxuIn0= -->

[1] ^2: 0.551319




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

<img 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" />

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lIFxuICBnZ3Bsb3QoYWVzKGxvZyhHb2xkbWFuX3RyYWluX3NpemUpLCBsb2coR29sZG1hbl90ZXN0X2FjYyArIDEpKSkgKyBcbiAgZ2VvbV9wb2ludChhZXMoY29sb3VyID0gRmFtaWx5KSwgc2l6ZSA9IDUsIGFscGhhID0gMC41KSArIFxuICBzY2FsZV9jb2xvcl9tYW51YWwodmFsdWVzPWMoXFx0dXJxdW9pc2VcXCwgXFxwdXJwbGVcXCwgXFxnb2xkXFwpKSArIFxuICB0aGVtZV9idygpICsgXG4gIHhsYWIoXFxHb2xkbWFuIGV0IGFsLiB0cmFpbmluZyBzaXplXG5gYGAifQ== -->

```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. training size
Saving 6.94 x 4.29 in image

Training Lemmas

```r
ns_train_lemma = lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_lemmas), df = 3), data = df)
pred <-  eval_model(ns_train_lemma, df)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcUl4yOiAwLjY0MTE1MlxuIn0= -->

[1] ^2: 0.641152




<!-- rnb-output-end -->

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<img 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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZGYgJT4lIFxuICBnZ3Bsb3QoYWVzKGxvZyhHb2xkbWFuX3RyYWluX2xlbW1hcyksIGxvZyhHb2xkbWFuX3Rlc3RfYWNjICsgMSkpKSArIFxuICBnZW9tX3BvaW50KGFlcyhjb2xvdXIgPSBGYW1pbHkpLCBzaXplID0gNSwgYWxwaGEgPSAwLjUpICsgXG4gIHNjYWxlX2NvbG9yX21hbnVhbCh2YWx1ZXM9YyhcXHR1cnF1b2lzZVxcLCBcXHB1cnBsZVxcLCBcXGdvbGRcXCkpICsgXG4gIHRoZW1lX2J3KCkgKyBcbiAgeGxhYihcXEdvbGRtYW4gZXQgYWwuIG51bWJlciBvZiB0cmFpbmluZyBsZW1tYXNcbmBgYCJ9 -->

```r
```r
df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c(\turquoise\, \purple\, \gold\)) + 
  theme_bw() + 
  xlab(\Goldman et al. number of training lemmas
Saving 6.94 x 4.29 in image

Training Size + Training Lemmas

```r
ns_lemmas_plus_train_lm <- lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_size), df = 3) + ns(log(Goldman_train_lemmas), df = 3), data = df)
summary(ns_lemmas_plus_train_lm)$r.squared

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDAuNjg1NDkwMlxuIn0= -->

[1] 0.6854902




<!-- rnb-output-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuY29tcGFyZV9tb2RlbHMobnNfbGVtbWFzX3BsdXNfdHJhaW5fbG0sIG5zX3RyYWluX2xlbW1hKVxuYGBgXG5gYGAifQ== -->

```r
```r
compare_models(ns_lemmas_plus_train_lm, ns_train_lemma)

<!-- rnb-source-end -->

<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiA5NS4yMjE3MjFcbiJ9 -->

[1] : 95.221721




<!-- rnb-output-end -->

<!-- rnb-plot-begin -->

<img 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" />

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```r
```r
compare_models(ns_lemmas_plus_train_lm, ns_train_size_lm)

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<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcQUlDOiA5NS4yMjE3MjFcbiJ9 -->

[1] : 95.221721 ```

---
title: "Statistics for Replicating Goldman et al. (2022)"
output: html_notebook
---

This notebook contains code to execute plotting and exploratory statistics for replicating Goldman et al. (2022) on a subset of 3 language families: Uralic, Romance, and Niger-Congo. We begin by investigating predictors of accuracy drop between SIGMORPHON (2020) and Goldman et al. (2022), then investigate the relationship between raw accuracy on the Goldman et al. test data and various predictors.

# Setup

#### Load Libaries

```{r}
library(ggplot2)
library(tidyverse)
library(car)
library(mgcv)
require(splines)
```

#### Read in & Process the Data

```{r}
# Read in the data 
df<-read.csv("replication/replication_complete.csv")

# Make the family column pretty 
df$Family = str_to_title(str_replace(df$Family, "_", " "))

# We're going to be making a lot of log-log plots, so lets make our lives easier:
df$log_test_acc_drop = -1*log((-1*df$test_acc_drop)+1)
df$log_train_lemma_diff = -1*log(-1*df$train_lemma_diff_raw)
```

#### Define Helper Functions

Here, we define helper functions to run our correlational statistics, evaluate our fitted models, and compare models fitted to a single predictor to models fitted to multiple predictors in order to evaluate which better explains the data.

```{r}
# We'll use this helper function to run our stats
correlations <- function(a, b){
  for (m in list("pearson", "spearman", "kendall")){
    # Supressing warnings bc we'll get them whenever there are ties 
    suppressWarnings(res <- cor.test(a, b, method = m))
    formatted <- sprintf("%s: %f (p = %e)", res$method, res$estimate, res$p.value)
    print(formatted)
  }
}

# We'll use this helper function to get information about our model
eval_model <- function(model, df){
  rsquared = summary(model)$r.squared
  AIC = AIC(model)
  results <- sprintf("R^2: %f, AIC: %f", rsquared, AIC)
  print(results)
  layout(matrix(c(1,2,3,4),2,2)) 
  plot(model)
  return(predict(model, df, se = TRUE))
}

# We'll use this helper function to compare two models 
compare_models <- function(model_both, model_single){
  layout(matrix(c(1,2,3,4),2,2)) 
  plot(model_both)
  AIC = AIC(model_both)
  anovap = anova(model_both, model_single)$`Pr(>F)`[-1]
  results <- sprintf("AIC: %f, ANOVA p: %f", AIC, anovap)
  print(results)
  vif(model_both)
}
```

# Investigating Accuracy Drop

We begin by investigating relationships between test accuracy drop (between SIGMORPHON 2020 & Goldman et al 2022) and various predictors. Exploratory analysis tells us that the following predictors have strong relationships with accuracy drop:

-   **Training size:** the number of training triples in the Goldman et al. data

-   **Training lemmas:** the number of unique lemmas occurring in the Goldman et al. data

-   **Lemma drop:** the difference in the number of lemmas between the SIGMORPHON data and the Goldman et al. data.

We begin by investigating unscaled scatter plots before fitting linear models and running statistics on the log-log scaled plots, and finally fitting non-linear models to these predictors.

## Unscaled Scatter Plots

#### Training Size

```{r}
df %>% 
  ggplot(aes(Goldman_train_size, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size") + 
  ylab("Test accuracy drop") + 
  ggtitle("Replication of Goldman et al.") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
        )
```

#### Training Lemmas

```{r}
df %>% 
  ggplot(aes(Goldman_train_lemmas, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training lemmas") + 
  ylab("Test accuracy drop") + 
  ggtitle("Test accuracy drop vs. training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )
```

#### Training Lemma Drop

```{r}
df %>% 
  ggplot(aes(train_lemma_diff_raw, test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Training lemma difference between SIGMORPHON & Goldman et al.") + 
  ylab("Test accuracy drop") + 
  ggtitle("Test accuracy drop vs. training lemma drop") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )
```

## Linear Models and Correlations

From the above, we can see that the relationship between the various predictors and test accuracy drop isn't linear. However, when both axes are log-scaled, the relationship is near linear. As such, we fit linear models and run correlation statistics on the log-log scaled version.

#### Training size vs. test accuracy drop

```{r}
train_size_lm = lm(log_test_acc_drop ~ log(Goldman_train_size), data = df)
pred <- eval_model(train_size_lm, df)

df %>% 
  ggplot(aes(log(Goldman_train_size), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. training size") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  +
  geom_ribbon(aes(x = log(Goldman_train_size), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_size), y = pred$fit), color = "black")
ggsave("../writeup/figs/lm_drop_size.png", dpi=500)

correlations(log(df$Goldman_train_size), df$log_test_acc_drop)
```

#### Training lemmas vs. test accuracy drop

```{r}
train_lemma_lm = lm(log_test_acc_drop ~ log(Goldman_train_lemmas), data = df)
pred <- eval_model(train_lemma_lm, df)

df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. number of training lemmas, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. number of training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_lemmas), 
                 ymin = pred$fit - 2 * pred$se.fit, 
                 ymax = pred$fit + 2 * pred$se.fit), 
             fill = "grey", 
             alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_lemmas), y = pred$fit), color = "black")
ggsave("../writeup/figs/lm_drop_lemmas.png", dpi=500)

correlations(log(df$Goldman_train_lemmas), df$log_test_acc_drop)
```

#### Training lemma drop vs. test accuracy drop

```{r}
lemma_drop_lm = lm(log_test_acc_drop ~ log_train_lemma_diff, data = df)
pred <- eval_model(lemma_drop_lm, df)

df %>% 
  ggplot(aes(log_train_lemma_diff, log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Training lemma drop, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. training lemma drop") +
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log_train_lemma_diff, 
                 ymin = pred$fit - 2 * pred$se.fit, 
                 ymax = pred$fit + 2 * pred$se.fit), 
             fill = "grey", 
             alpha = .4) + 
  geom_line(aes(x = log_train_lemma_diff, y = pred$fit), color = "black")

ggsave("../writeup/figs/lm_drop_drop.png", dpi=500)
correlations(df$log_train_lemma_diff, df$log_test_acc_drop)
```

## Co-Linearity

Intuitively, it makes sense that several of the possible predictors above would be co-linear: larger training data will generally contain more lemmas, for example. We investigate these co-linearities below.

#### Training size vs. training lemmas

```{r}
df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_train_lemmas))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Goldman et al. number of training lemmas, log scale") + 
  ggtitle("Training size vs. training lemmas, log scale") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  stat_smooth(method="lm", color="black", size=0.5, alpha = 0.5)

correlations(log(df$Goldman_train_size), log(df$Goldman_train_lemmas))
```

#### Training size vs. difference in training lemmas

```{r}
df %>%
  ggplot(aes(log(Goldman_train_size), log_train_lemma_diff)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Training lemma difference, log scale") + 
  ggtitle("Training size vs. training lemma drop") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  stat_smooth(method="lm", color="black", size=0.5, alpha = 0.5)

correlations(log(df$Goldman_train_size), df$log_train_lemma_diff)
```

#### Training lemmas vs. difference in training lemmas

```{r}
df %>%
  ggplot(aes(log(Goldman_train_lemmas), log_train_lemma_diff)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training lemmas, log scale") + 
  ylab("Training lemma difference, log scale") + 
  ggtitle("Training lemmas vs. training lemma drop") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  stat_smooth(method="lm", color="black", size=0.5, alpha = 0.5)

correlations(log(df$Goldman_train_lemmas), df$log_train_lemma_diff)
```

## Accuracy Drop Pirate Stats, Linear Version 🏴‍☠️

We now have three possible predictor variables which we know are co-linear with one another, so we want to disentangle these relationships to determine which variable(s) best predict drops in model performance.

Above, we saw that of the single-predictor linear models, test accuracy drop was best predicted by training lemmas. Using this as a starting point, we add additional predictors to the linear models to determine if any additional predictor leads to significantly better model performance, defined as follows:

-   Does the AIC drop by at least 2 units (significantly better)? 

-   Is the ANOVA p-value between the two models significant? (p \< 0.05)

-   Is the VIF (a measure of co-linearity) low – below 3-4?

#### Lemmas + Train Size

We compare a model conditioned on the number of lemmas in train *and* the number of triples in train to one just conditioned on the number of lemmas.

```{r}
lemmas_plus_train_lm = lm(log_test_acc_drop ~ log(Goldman_train_size) + log(Goldman_train_lemmas), data = df)
summary(lemmas_plus_train_lm)$r.squared
compare_models(lemmas_plus_train_lm, train_lemma_lm)
```

#### Lemmas + Lemma Drop

We compare a model conditioned on the number of lemmas in train *and* the lemma drop between SIGMORPHON and Goldman et al in train to one just conditioned on the number of lemmas.

```{r}
lemmas_drop_lm = lm(log_test_acc_drop ~ log(Goldman_train_lemmas) + log_train_lemma_diff, data = df)
summary(lemmas_drop_lm)$r.squared
compare_models(lemmas_drop_lm, train_lemma_lm)
```

## Accuracy Drop Pirate Stats, Non-Linear Version 🏴‍☠️

Though the relationship is near-linear when we log-scale both axes, we can see from our residual plots above that there is some non-linearity remaining. As such, we train more general models using the natural cubic splines with `df = 3`.

#### Training size

```{r}
ns_train_size_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_size), df=3), data = df)
pred <- eval_model(ns_train_size_lm, df)

df %>% 
  ggplot(aes(log(Goldman_train_size), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. training size") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  +
  geom_ribbon(aes(x = log(Goldman_train_size), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_size), y = pred$fit), color = "black")

ggsave("../writeup/figs/ns_drop_size.png", dpi=500)
```

#### Train lemmas

```{r}
ns_train_lemma_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_lemmas), df = 3), data = df)
pred <- eval_model(ns_train_lemma_lm, df)

df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. number of training lemmas, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. number of training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_lemmas), 
                 ymin = pred$fit - 2 * pred$se.fit, 
                 ymax = pred$fit + 2 * pred$se.fit), 
             fill = "grey", 
             alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_lemmas), y = pred$fit), color = "black")

ggsave("../writeup/figs/ns_drop_lemmas.png", dpi=500)
```

#### Training Lemma Drop

```{r}
ns_lemma_drop_lm = lm(log_test_acc_drop ~ ns(log_train_lemma_diff, df = 3), data = df)
pred <- eval_model(ns_lemma_drop_lm, df)

df %>% 
  ggplot(aes(log_train_lemma_diff, log_test_acc_drop)) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Training lemma drop, log scale") + 
  ylab("Test accuracy drop, log scale") + 
  ggtitle("Test accuracy drop vs. training lemma drop") +
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log_train_lemma_diff, 
                 ymin = pred$fit - 2 * pred$se.fit, 
                 ymax = pred$fit + 2 * pred$se.fit), 
             fill = "grey", 
             alpha = .4) + 
  geom_line(aes(x = log_train_lemma_diff, y = pred$fit), color = "black")

ggsave("../writeup/figs/ns_drop_drop.png", dpi=500)
```

Having trained the preliminary single-predictor models, we can once again train the more complex multi-predictor models and compare them in terms of AIC, ANOVA p-value, and VIF as above:

#### Lemmas + Train Size

```{r}
ns_lemmas_plus_train_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_size), df = 3) + ns(log(Goldman_train_lemmas), df = 3), data = df)
summary(ns_lemmas_plus_train_lm)$r.squared
compare_models(ns_lemmas_plus_train_lm, ns_train_lemma_lm)
```

#### Lemmas + Lemma Drop

```{r}
ns_lemmas_drop_lm = lm(log_test_acc_drop ~ ns(log(Goldman_train_lemmas), df = 3) + ns(log_train_lemma_diff, df = 3), data = df)
summary(ns_lemmas_drop_lm)$r.squared
compare_models(ns_lemmas_drop_lm, ns_train_lemma_lm)
```

# Investigating Raw Accuracy

Having investigated the relationships with accuracy drop, we now wish to understand the predictors of raw accuracy. To begin, we visualize the relationship with raw accuracy for both SIGMORPHON and Goldman et al.

## Basic Visualization

First, format the data for easier plotting:

```{r}
Gold <- df %>% 
  select(train=Goldman_train_size, 
         lemmas = Goldman_train_lemmas,
         test = Goldman_test_acc, 
         Family = Family
         ) 
Gold$Type = "Goldman"

Sigm <- df %>% 
  select(train = SIGMORPHON_train_size,
         lemmas = SIGMORPHON_train_lemmas,
         test = SIGMORPHON_test_acc,
         Family = Family
         )
Sigm$Type = "SIGMORPHON"

new_df = rbind(Gold, Sigm)
```

#### Training Size

```{r}
new_df %>% 
  ggplot(aes(log(train), log(test + 1), color = Type)) +
  geom_point(aes(shape = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  stat_smooth(aes(color=Type), method="lm", size=0.5, alpha = 0.5)+ 
  theme_bw() + 
  xlab("Training size, log scale") + 
  ylab("Test accuracy, log scale") + 
  ggtitle("Test accuracy vs. training size") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  ) 
print("-------GOLDMAN ------")
correlations(log(df$Goldman_train_size), log(df$Goldman_test_acc + 1))
print("-------SIGMORPHON -------")
correlations(log(df$SIGMORPHON_train_size), log(df$SIGMORPHON_test_acc + 1))
```

#### Training Lemmas

```{r}
new_df %>% 
  ggplot(aes(log(lemmas), log(test + 1), color = Type)) +
  geom_point(aes(shape = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  stat_smooth(aes(color=Type), method="lm", size=0.5, alpha = 0.5) + 
  theme_bw() + 
  xlab("Training lemmas, log scale") + 
  ylab("Test accuracy, log scale") + 
  ggtitle("Test accuracy vs. training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  ) 
print("-------GOLDMAN ------")
correlations(log(df$Goldman_train_lemmas), log(df$Goldman_test_acc + 1))
print("-------SIGMORPHON -------")
correlations(log(df$SIGMORPHON_train_lemmas), log(df$SIGMORPHON_test_acc + 1))
```

#### Co-Linearities

```{r}
print("-------GOLDMAN ------")
correlations(log(df$Goldman_train_size), log(df$Goldman_train_lemmas))
print("-------SIGMORPHON -------")
correlations(log(df$SIGMORPHON_train_size), log(df$SIGMORPHON_train_lemmas))
```

## Raw Accuracy Pirate Stats, Linear Version 🏴‍☠️

As we did for accuracy drop, we now fit linear models to raw accuracy on the Goldman et al. data only (since there seems to be little effect for the SIGMORPHON data). We then compare the models fitted to just training size or training lemmas to the model fitted to both in the same way as above.

#### Training Size

```{r}
train_size_lm = lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_size), data = df)
pred <- eval_model(train_size_lm, df)

df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Goldman et al. test accuracy, log scale") + 
  ggtitle("Goldman et al. test accuracy vs. training size") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_size), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_size), y = pred$fit), color = "black") 
ggsave("../writeup/figs/lm_raw_size.png", dpi=500)
```

#### Number of Training Lemmas

```{r}
train_lemma_lm = lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_lemmas), data = df)
pred <- eval_model(train_lemma_lm)

df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. number of training lemmas, log scale") + 
  ylab("Goldman et al. test accuracy, log scale") + 
  ggtitle("Goldman et al. test accuracy vs. training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_lemmas), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_lemmas), y = predict(train_lemma_lm)), color = "black")
ggsave("../writeup/figs/lm_raw_lemmas.png", dpi=500)
```

#### Training Size & Number of Training Lemmas

```{r}
lemmas_plus_train_lm <- lm(log(Goldman_test_acc + 1) ~ log(Goldman_train_size) + log(Goldman_train_lemmas), data = df)
summary(lemmas_plus_train_lm)$r.squared
compare_models(lemmas_plus_train_lm, train_lemma_lm)
compare_models(lemmas_plus_train_lm, train_size_lm)
```

## Raw Accuracy Pirate Stats, Non-Linear Version 🏴‍☠️

It's very clear from the above plots – more so than for test accuracy drop – that the relationships aren't linear even on the log-log scale. As such, we once again make use of a natural cubic spline with `df = 3` to extend these models to be non-linear and fit two single predictor models and one two-predictor model as above.

#### Training Size

```{r}
ns_train_size_lm = lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_size), df = 3), data = df)
pred <- eval_model(ns_train_size_lm, df)
df %>% 
  ggplot(aes(log(Goldman_train_size), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. training size, log scale") + 
  ylab("Goldman et al. test accuracy, log scale") + 
  ggtitle("Goldman et al. test accuracy vs. training size") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_size), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_size), y = pred$fit), color = "black")
ggsave("../writeup/figs/ns_raw_size.png", dpi=500)
```

#### Training Lemmas

```{r}
ns_train_lemma = lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_lemmas), df = 3), data = df)
pred <-  eval_model(ns_train_lemma, df)
df %>% 
  ggplot(aes(log(Goldman_train_lemmas), log(Goldman_test_acc + 1))) + 
  geom_point(aes(colour = Family), size = 5, alpha = 0.5) + 
  scale_color_manual(values=c("turquoise", "purple", "gold")) + 
  theme_bw() + 
  xlab("Goldman et al. number of training lemmas, log scale") + 
  ylab("Goldman et al. test accuracy, log scale") + 
  ggtitle("Goldman et al. test accuracy vs. training lemmas") + 
  theme(plot.title = element_text(hjust=0.5, size=18), 
        axis.title.y = element_text(size=14),
        axis.title.x = element_text(size=14),
  )  + 
  geom_ribbon(aes(x = log(Goldman_train_lemmas), 
                  ymin = pred$fit - 2 * pred$se.fit, 
                  ymax = pred$fit + 2 * pred$se.fit), 
              fill = "grey", 
              alpha = .4) + 
  geom_line(aes(x = log(Goldman_train_lemmas), y = pred$fit), color = "black")

ggsave("../writeup/figs/ns_raw_lemmas.png", dpi=500)
```

#### Training Size + Training Lemmas

```{r}
ns_lemmas_plus_train_lm <- lm(log(Goldman_test_acc + 1) ~ ns(log(Goldman_train_size), df = 3) + ns(log(Goldman_train_lemmas), df = 3), data = df)
summary(ns_lemmas_plus_train_lm)$r.squared
compare_models(ns_lemmas_plus_train_lm, ns_train_lemma)
compare_models(ns_lemmas_plus_train_lm, ns_train_size_lm)
```
